UFO Sightings Dataset¶

DALL·E 2024-03-24 17.11.30 - A mysterious, atmospheric UFO sighting scene captured as if through the lens of a 35mm film camera. The setting is a remote, dark countryside landscap.jpeg

By: John Chilton

Installing the libraries¶

# Installation for GPU llama-cpp-python
! pip install llama-cpp-python[cublas] -q

     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 36.9/36.9 MB 42.8 MB/s eta 0:00:00
  Installing build dependencies ... done
  Getting requirements to build wheel ... done
  Installing backend dependencies ... done
  Preparing metadata (pyproject.toml) ... done
WARNING: llama-cpp-python 0.2.57 does not provide the extra 'cublas'
     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 45.5/45.5 kB 6.4 MB/s eta 0:00:00
  Building wheel for llama-cpp-python (pyproject.toml) ... done

# For downloading the models from HF Hub
!pip install huggingface_hub==0.20.3 -q

# Importing library for data manipulation
import pandas as pd

# Function to download the model from the Hugging Face model hub
from huggingface_hub import hf_hub_download

# Importing the Llama class from the llama_cpp module
from llama_cpp import Llama

# Importing the json module
import json
import seaborn as sns
import matplotlib.pyplot as plt

Importing the drive and dataset¶

# Mounting the drive from Google.
from google.colab import drive
drive.mount('/content/drive')

Mounted at /content/drive

# Loading the csv file provied by the client to conduct LLM Tech Support Classification.
df = pd.read_csv("/content/drive/MyDrive/lab_mount/ufo-sightings-transformed.csv")

Observations
Sanity Chacks

df

df.head()

df.tail()

df.shape

(80328, 17)

df.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 80328 entries, 0 to 80327
Data columns (total 17 columns):
 #   Column                       Non-Null Count  Dtype  
---  ------                       --------------  -----  
 0   Unnamed: 0                   80328 non-null  int64  
 1   Date_time                    80328 non-null  object 
 2   date_documented              80328 non-null  object 
 3   Year                         80328 non-null  int64  
 4   Month                        80328 non-null  int64  
 5   Hour                         80328 non-null  int64  
 6   Season                       80328 non-null  object 
 7   Country_Code                 80069 non-null  object 
 8   Country                      80069 non-null  object 
 9   Region                       79762 non-null  object 
 10  Locale                       79871 non-null  object 
 11  latitude                     80328 non-null  float64
 12  longitude                    80328 non-null  float64
 13  UFO_shape                    78398 non-null  object 
 14  length_of_encounter_seconds  80328 non-null  float64
 15  Encounter_Duration           80328 non-null  object 
 16  Description                  80313 non-null  object 
dtypes: float64(3), int64(4), object(10)
memory usage: 10.4+ MB

df.isnull().sum()

Unnamed: 0                        0
Date_time                         0
date_documented                   0
Year                              0
Month                             0
Hour                              0
Season                            0
Country_Code                    259
Country                         259
Region                          566
Locale                          457
latitude                          0
longitude                         0
UFO_shape                      1930
length_of_encounter_seconds       0
Encounter_Duration                0
Description                      15
dtype: int64

df.describe()

df.duplicated().sum()

0

EDA¶

# Example: Filling missing categorical values with "Unknown"
df['Country'].fillna('Unknown', inplace=True)

# Example: Filling missing categorical values with "Unknown"
df['Region'].fillna('Unknown', inplace=True)

# Example: Filling missing categorical values with "Unknown"
df['Locale'].fillna('Unknown', inplace=True)

# Example: Filling missing categorical values with "Unknown"
df['UFO_shape'].fillna('Unknown', inplace=True)

# Identify numeric columns
numeric_cols = df.select_dtypes(include=['number']).columns

# Impute NaN values with the median of each column
for col in numeric_cols:
    df[col].fillna(df[col].median(), inplace=True)

# Check to ensure no more NaN values in numeric columns
print(df[numeric_cols].isnull().sum())

Unnamed: 0                     0
Year                           0
Month                          0
Hour                           0
latitude                       0
longitude                      0
length_of_encounter_seconds    0
dtype: int64

# Assuming the column is named 'Unnamed: 0', but check your DataFrame to be sure
df.drop('Unnamed: 0', axis=1, inplace=True)

# Verify the column is removed by printing the DataFrame columns
print(df.columns)

Index(['Date_time', 'date_documented', 'Year', 'Month', 'Hour', 'Season',
       'Country_Code', 'Country', 'Region', 'Locale', 'latitude', 'longitude',
       'UFO_shape', 'length_of_encounter_seconds', 'Encounter_Duration',
       'Description'],
      dtype='object')

df.isnull().sum()

Date_time                        0
date_documented                  0
Year                             0
Month                            0
Hour                             0
Season                           0
Country_Code                   259
Country                          0
Region                           0
Locale                           0
latitude                         0
longitude                        0
UFO_shape                        0
length_of_encounter_seconds      0
Encounter_Duration               0
Description                     15
dtype: int64

# Example: Assuming you have a dictionary mapping countries to country codes
country_to_code_mapping = {'USA': 'US', 'Canada': 'CA'}  # Add your complete mapping here

# Use the map to fill missing Country_Code based on Country column
# Only applies if Country is not null and Country_Code is missing
df.loc[df['Country_Code'].isnull() & df['Country'].notnull(), 'Country_Code'] = df['Country'].map(country_to_code_mapping)

# You might still have NaNs if the Country was also NaN or didn't match the mapping
# In such cases, filling with 'Unknown' or another placeholder is still needed
df['Country_Code'].fillna('Unknown', inplace=True)

df.isnull().sum()

Date_time                       0
date_documented                 0
Year                            0
Month                           0
Hour                            0
Season                          0
Country_Code                    0
Country                         0
Region                          0
Locale                          0
latitude                        0
longitude                       0
UFO_shape                       0
length_of_encounter_seconds     0
Encounter_Duration              0
Description                    15
dtype: int64

df['Description'].fillna('No description provided', inplace=True)

df.isnull().sum()

Date_time                      0
date_documented                0
Year                           0
Month                          0
Hour                           0
Season                         0
Country_Code                   0
Country                        0
Region                         0
Locale                         0
latitude                       0
longitude                      0
UFO_shape                      0
length_of_encounter_seconds    0
Encounter_Duration             0
Description                    0
dtype: int64

Univariate and Bivariate Analysis¶

# @title UFO Shape Distribution by Season
import matplotlib.pyplot as plt

# Create the bar plot
grouped_data = df.groupby(['Season', 'UFO_shape']).size().unstack()
ax = grouped_data.plot(kind='bar', stacked=True, figsize=(10, 20))

# Set the x-axis label with additional spacing below the x-axis
ax.set_xlabel('Season', labelpad=20)

# Set the y-axis label
ax.set_ylabel('Number of UFO Sightings')

# Set the title
ax.set_title('UFO Shape Distribution by Season')

# Rotate x-axis labels to avoid overlap
ax.set_xticklabels(ax.get_xticklabels(), rotation=45)

# Adjust the layout
plt.tight_layout()

# Show the plot
plt.show()

import matplotlib.pyplot as plt

# Assuming 'df' is your DataFrame and it has 'Season' and 'UFO_shape' columns
seasons = df['Season'].dropna().unique()

n_cols = 2  # Number of columns in the subplot grid
n_rows = int(np.ceil(len(seasons) / n_cols))  # Calculate the number of rows based on the number of seasons

fig, axes = plt.subplots(n_rows, n_cols, figsize=(n_cols * 10, n_rows * 10))  # Adjust figsize as needed
axes = axes.flatten()  # Flatten the axes array if it's multidimensional

for i, season in enumerate(seasons):
    data = df[df['Season'] == season]['UFO_shape'].value_counts()
    ax = axes[i]

    # Calculate explode values for each category
    explode_values = [0.1] * len(data)

    # Generate pie chart for each season
    ax.pie(data, labels=data.index, autopct='%1.1f%%', startangle=140, explode=explode_values)
    ax.set_title(f'UFO Shape Distribution in {season}')
    ax.set_ylabel('')  # Hide the y-label

# Hide any unused axes
for j in range(i+1, len(axes)):
    axes[j].axis('off')

plt.tight_layout()
plt.show()

# @title Season vs Hour

from matplotlib import pyplot as plt
import seaborn as sns
figsize = (12, 1.2 * len(df['Season'].unique()))
plt.figure(figsize=figsize)
sns.violinplot(df, x='Hour', y='Season', inner='box', palette='Dark2')
sns.despine(top=True, right=True, bottom=True, left=True);

<ipython-input-41-409643bb6e46>:7: FutureWarning: 

Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.

  sns.violinplot(df, x='Hour', y='Season', inner='box', palette='Dark2')

# @title Average Length of Encounters over Time

df.groupby('Year')['length_of_encounter_seconds'].mean().plot()

<Axes: xlabel='Year'>

# @title Wordle on the description column. Removed one NaN.
import matplotlib.pyplot as plt
from wordcloud import WordCloud
text = ' '.join(df['Description'].dropna().tolist())
wordcloud = WordCloud().generate(text)
plt.imshow(wordcloud, interpolation='bilinear')
plt.axis('off')
plt.show()

# @title Average Encounter Duration by UFO Shape

import matplotlib.pyplot as plt
df.groupby('UFO_shape')['length_of_encounter_seconds'].mean().plot(kind='bar')
plt.xlabel('UFO Shape')
_ = plt.ylabel('Average Encounter Duration (seconds)')

# @title Hour

from matplotlib import pyplot as plt
df['Hour'].plot(kind='hist', bins=20, title='Hour')
plt.gca().spines[['top', 'right',]].set_visible(False)

# @title UFO Sightings by Season

import matplotlib.pyplot as plt

df['Season'].value_counts().plot(kind='pie', autopct='%1.1f%%', startangle=90)  # Added startangle for better visual
plt.title('UFO Sightings by Season', pad=20)  # Adjusted title padding
_ = plt.ylabel('')  # Removing the y-axis label

# @title Average Encounter Length over Time

import matplotlib.pyplot as plt
df.groupby(['Year', 'Season'])['length_of_encounter_seconds'].mean().unstack().plot(kind='line')
plt.title('Average Encounter Length over Time')
plt.xlabel('Year')
_ = plt.ylabel('Average Encounter Length (seconds)')

GPU Check¶

! nvidia-smi # Displaying the GPU to make sure we have the right chip

Tue Mar 26 02:15:18 2024       
+---------------------------------------------------------------------------------------+
| NVIDIA-SMI 535.104.05             Driver Version: 535.104.05   CUDA Version: 12.2     |
|-----------------------------------------+----------------------+----------------------+
| GPU  Name                 Persistence-M | Bus-Id        Disp.A | Volatile Uncorr. ECC |
| Fan  Temp   Perf          Pwr:Usage/Cap |         Memory-Usage | GPU-Util  Compute M. |
|                                         |                      |               MIG M. |
|=========================================+======================+======================|
|   0  Tesla T4                       Off | 00000000:00:04.0 Off |                    0 |
| N/A   45C    P8              10W /  70W |      0MiB / 15360MiB |      0%      Default |
|                                         |                      |                  N/A |
+-----------------------------------------+----------------------+----------------------+
                                                                                         
+---------------------------------------------------------------------------------------+
| Processes:                                                                            |
|  GPU   GI   CI        PID   Type   Process name                            GPU Memory |
|        ID   ID                                                             Usage      |
|=======================================================================================|
|  No running processes found                                                           |
+---------------------------------------------------------------------------------------+

Model Building¶

model_name_or_path = "TheBloke/Llama-2-13B-chat-GGUF" # Name of the model.
model_basename = "llama-2-13b-chat.Q5_K_M.gguf" # the model is in gguf format

# Downloading the Hugging Face THeBloke/Llama-2-13B-chat
try:
    model_path = hf_hub_download(
        repo_id='TheBloke/Llama-2-13B-chat-GGUF',    # Use quotes to enclose the repo_id string
        filename='llama-2-13b-chat.Q5_K_M.gguf'      # Use quotes to enclose the filename string
    )
    # Additional code that uses model_path can go here

except Exception as e:
    print(f"Error downloading the model: {e}")

/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:88: UserWarning: 
The secret `HF_TOKEN` does not exist in your Colab secrets.
To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.
You will be able to reuse this secret in all of your notebooks.
Please note that authentication is recommended but still optional to access public models or datasets.
  warnings.warn(

Model Parameters¶

# Model parameters for sentiment anaylsis using llama TheBloke 13b words LLM.
lcpp_llm = Llama(
    model_path=model_path,  # Assuming model_path is a variable holding the path to your model
    n_threads=8,  # Utilizing more CPU threads can enhance preprocessing, set based on your CPU
    n_batch=512,  # An A100 can handle larger batch sizes, adjust based on your specific task and VRAM availability
    n_gpu_layers=43,  # Depending on the model's total layers, an A100 can efficiently manage more layers in GPU memory
    n_ctx=4096,  # Context window of 2048 tokens, adjust if your tasks require a longer context
)

llama_model_loader: loaded meta data with 19 key-value pairs and 363 tensors from /root/.cache/huggingface/hub/models--TheBloke--Llama-2-13B-chat-GGUF/snapshots/4458acc949de0a9914c3eab623904d4fe999050a/llama-2-13b-chat.Q5_K_M.gguf (version GGUF V2)
llama_model_loader: Dumping metadata keys/values. Note: KV overrides do not apply in this output.
llama_model_loader: - kv   0:                       general.architecture str              = llama
llama_model_loader: - kv   1:                               general.name str              = LLaMA v2
llama_model_loader: - kv   2:                       llama.context_length u32              = 4096
llama_model_loader: - kv   3:                     llama.embedding_length u32              = 5120
llama_model_loader: - kv   4:                          llama.block_count u32              = 40
llama_model_loader: - kv   5:                  llama.feed_forward_length u32              = 13824
llama_model_loader: - kv   6:                 llama.rope.dimension_count u32              = 128
llama_model_loader: - kv   7:                 llama.attention.head_count u32              = 40
llama_model_loader: - kv   8:              llama.attention.head_count_kv u32              = 40
llama_model_loader: - kv   9:     llama.attention.layer_norm_rms_epsilon f32              = 0.000010
llama_model_loader: - kv  10:                          general.file_type u32              = 17
llama_model_loader: - kv  11:                       tokenizer.ggml.model str              = llama
llama_model_loader: - kv  12:                      tokenizer.ggml.tokens arr[str,32000]   = ["<unk>", "<s>", "</s>", "<0x00>", "<...
llama_model_loader: - kv  13:                      tokenizer.ggml.scores arr[f32,32000]   = [0.000000, 0.000000, 0.000000, 0.0000...
llama_model_loader: - kv  14:                  tokenizer.ggml.token_type arr[i32,32000]   = [2, 3, 3, 6, 6, 6, 6, 6, 6, 6, 6, 6, ...
llama_model_loader: - kv  15:                tokenizer.ggml.bos_token_id u32              = 1
llama_model_loader: - kv  16:                tokenizer.ggml.eos_token_id u32              = 2
llama_model_loader: - kv  17:            tokenizer.ggml.unknown_token_id u32              = 0
llama_model_loader: - kv  18:               general.quantization_version u32              = 2
llama_model_loader: - type  f32:   81 tensors
llama_model_loader: - type q5_K:  241 tensors
llama_model_loader: - type q6_K:   41 tensors
llm_load_vocab: special tokens definition check successful ( 259/32000 ).
llm_load_print_meta: format           = GGUF V2
llm_load_print_meta: arch             = llama
llm_load_print_meta: vocab type       = SPM
llm_load_print_meta: n_vocab          = 32000
llm_load_print_meta: n_merges         = 0
llm_load_print_meta: n_ctx_train      = 4096
llm_load_print_meta: n_embd           = 5120
llm_load_print_meta: n_head           = 40
llm_load_print_meta: n_head_kv        = 40
llm_load_print_meta: n_layer          = 40
llm_load_print_meta: n_rot            = 128
llm_load_print_meta: n_embd_head_k    = 128
llm_load_print_meta: n_embd_head_v    = 128
llm_load_print_meta: n_gqa            = 1
llm_load_print_meta: n_embd_k_gqa     = 5120
llm_load_print_meta: n_embd_v_gqa     = 5120
llm_load_print_meta: f_norm_eps       = 0.0e+00
llm_load_print_meta: f_norm_rms_eps   = 1.0e-05
llm_load_print_meta: f_clamp_kqv      = 0.0e+00
llm_load_print_meta: f_max_alibi_bias = 0.0e+00
llm_load_print_meta: f_logit_scale    = 0.0e+00
llm_load_print_meta: n_ff             = 13824
llm_load_print_meta: n_expert         = 0
llm_load_print_meta: n_expert_used    = 0
llm_load_print_meta: causal attn      = 1
llm_load_print_meta: pooling type     = 0
llm_load_print_meta: rope type        = 0
llm_load_print_meta: rope scaling     = linear
llm_load_print_meta: freq_base_train  = 10000.0
llm_load_print_meta: freq_scale_train = 1
llm_load_print_meta: n_yarn_orig_ctx  = 4096
llm_load_print_meta: rope_finetuned   = unknown
llm_load_print_meta: ssm_d_conv       = 0
llm_load_print_meta: ssm_d_inner      = 0
llm_load_print_meta: ssm_d_state      = 0
llm_load_print_meta: ssm_dt_rank      = 0
llm_load_print_meta: model type       = 13B
llm_load_print_meta: model ftype      = Q5_K - Medium
llm_load_print_meta: model params     = 13.02 B
llm_load_print_meta: model size       = 8.60 GiB (5.67 BPW) 
llm_load_print_meta: general.name     = LLaMA v2
llm_load_print_meta: BOS token        = 1 '<s>'
llm_load_print_meta: EOS token        = 2 '</s>'
llm_load_print_meta: UNK token        = 0 '<unk>'
llm_load_print_meta: LF token         = 13 '<0x0A>'
llm_load_tensors: ggml ctx size =    0.14 MiB
llm_load_tensors:        CPU buffer size =  8801.63 MiB
....................................................................................................
llama_new_context_with_model: n_ctx      = 4096
llama_new_context_with_model: n_batch    = 512
llama_new_context_with_model: n_ubatch   = 512
llama_new_context_with_model: freq_base  = 10000.0
llama_new_context_with_model: freq_scale = 1
llama_kv_cache_init:        CPU KV buffer size =  3200.00 MiB
llama_new_context_with_model: KV self size  = 3200.00 MiB, K (f16): 1600.00 MiB, V (f16): 1600.00 MiB
llama_new_context_with_model:        CPU  output buffer size =    62.50 MiB
llama_new_context_with_model:        CPU compute buffer size =   368.00 MiB
llama_new_context_with_model: graph nodes  = 1324
llama_new_context_with_model: graph splits = 1
AVX = 1 | AVX_VNNI = 0 | AVX2 = 1 | AVX512 = 0 | AVX512_VBMI = 0 | AVX512_VNNI = 0 | FMA = 1 | NEON = 0 | ARM_FMA = 0 | F16C = 1 | FP16_VA = 0 | WASM_SIMD = 0 | BLAS = 0 | SSE3 = 1 | SSSE3 = 1 | VSX = 0 | MATMUL_INT8 = 0 | 
Model metadata: {'tokenizer.ggml.unknown_token_id': '0', 'tokenizer.ggml.eos_token_id': '2', 'general.architecture': 'llama', 'llama.context_length': '4096', 'general.name': 'LLaMA v2', 'llama.embedding_length': '5120', 'llama.feed_forward_length': '13824', 'llama.attention.layer_norm_rms_epsilon': '0.000010', 'llama.rope.dimension_count': '128', 'llama.attention.head_count': '40', 'tokenizer.ggml.bos_token_id': '1', 'llama.block_count': '40', 'llama.attention.head_count_kv': '40', 'general.quantization_version': '2', 'tokenizer.ggml.model': 'llama', 'general.file_type': '17'}
Using fallback chat format: None

# Creating the models parameters for llama LLM.

def generate_llama_response(instruction, review):

    # System message explicitly instructing not to include the review text
    system_message = """
        [INST]<<SYS>>
        {}
        <</SYS>>[/INST]
    """.format(instruction)

    # Combine user_prompt and system_message to create the prompt
    prompt = f"{review}\n{system_message}"

    # Generate a response from the LLaMA model
    response = lcpp_llm(
        prompt=prompt,
        max_tokens=1024, # Default start was 1024. Reaching 1570 in token count.
        temperature=0, # Default was 0.01. moving this up to increase the output variability.
        top_p=0.95, # Decreaced from 0.9 to gain my variablility in the response for Task 6.
        repeat_penalty=1.2,
        top_k=50, # Decreaced from 50 to gain my variablility in the response for Task 6.
        stop=['INST'],
        echo=False,
        seed=42,
    )

    # Extract the sentiment from the response
    response_text = response["choices"][0]["text"]
    return response_text

def generate_llama_response(instruction, text):
    """
    Generate a response from LLaMA based on the provided instruction and text.

    Args:
    - instruction (str): The instruction or task for LLaMA.
    - text (str): The input text for analysis.

    Returns:
    - str: The response from LLaMA.
    """
    # This is a placeholder for the actual implementation.
    # You should replace this with the code that sends `text` to LLaMA,
    # along with the `instruction`, and returns LLaMA's response.
    llama_response = "Positive"  # Example static response, replace with actual LLaMA interaction
    return llama_response

Natrual Language Generation¶

1. Text Preprocessing¶

# create a copy of the data
data_0 = df.copy()

instruction_0 = """ Process a collection of text descriptions by following these steps:

Convert the text to lowercase.
Remove punctuation and numbers.
Tokenize the text into words.
Eliminate English stopwords.
Lemmatize the words to their base form.
After processing, compile the original descriptions and their processed versions into a JSON structure. Each entry should include both the original text and its cleaned version. Utilize LLaMA's text parsing capabilities to ensure efficient processing. """

# Loading the sentiment anaylysis using llama LLM
data_0['llama_response'] = data_0['Description'].apply(lambda x: generate_llama_response(instruction_0,x))

1. Sentiment Distribution Data_0¶

import matplotlib.pyplot as plt
import seaborn as sns

# Assuming llama_response contains numerical sentiment scores
plt.figure(figsize=(5, 4))
sns.histplot(data=data_0, x='llama_response', bins=30, kde=True)
plt.title('Distribution of Sentiment Scores')
plt.xlabel('Sentiment Score')
plt.ylabel('Frequency')
plt.show()

2. Sentiment Analysis¶

from textblob import TextBlob

# Calculate sentiment polarity
df['Sentiment'] = df['Description'].apply(lambda x: TextBlob(x).sentiment.polarity)

# Calculate sentiment subjectivity
df['Subjectivity'] = df['Description'].apply(lambda x: TextBlob(x).sentiment.subjectivity)
print(df.head())

             Date_time date_documented  Year  Month  Hour  Season  \
0  1949-10-10 20:30:00       4/27/2004  1949     10    20  Autumn   
1  1949-10-10 21:00:00      12/16/2005  1949     10    21  Autumn   
2  1955-10-10 17:00:00       1/21/2008  1955     10    17  Autumn   
3  1956-10-10 21:00:00       1/17/2004  1956     10    21  Autumn   
4  1960-10-10 20:00:00       1/22/2004  1960     10    20  Autumn   

  Country_Code         Country   Region        Locale   latitude   longitude  \
0          USA   United States    Texas    San Marcos  29.883056  -97.941111   
1          USA   United States    Texas  Bexar County  29.384210  -98.581082   
2          GBR  United Kingdom  England       Chester  53.200000   -2.916667   
3          USA   United States    Texas          Edna  28.978333  -96.645833   
4          USA   United States   Hawaii       Kaneohe  21.418056 -157.803611   

  UFO_shape  length_of_encounter_seconds Encounter_Duration  \
0  Cylinder                       2700.0         45 minutes   
1     Light                       7200.0            1-2 hrs   
2    Circle                         20.0         20 seconds   
3    Circle                         20.0           1/2 hour   
4     Light                        900.0         15 minutes   

                                         Description  Sentiment  Subjectivity  
0  This event took place in early fall around 194...   0.100000      0.300000  
1  1949 Lackland AFB&#44 TX.  Lights racing acros...   0.000000      0.000000  
2  Green/Orange circular disc over Chester&#44 En...   0.000000      0.000000  
3  My older brother and twin sister were leaving ...   0.055556      0.644444  
4  AS a Marine 1st Lt. flying an FJ4B fighter/att...   0.000000      0.000000

3. Topic Modeling¶

from sklearn.feature_extraction.text import CountVectorizer
from sklearn.decomposition import LatentDirichletAllocation

# Vectorize the clean descriptions
vectorizer = CountVectorizer(max_df=0.95, min_df=2, stop_words='english')
dtm = vectorizer.fit_transform(df['Description'])

# Fit LDA
lda = LatentDirichletAllocation(n_components=5, random_state=42)
lda.fit(dtm)
print(lda.components_)

LatentDirichletAllocation(n_components=5, random_state=42)

LatentDirichletAllocation(n_components=5, random_state=42)

4. Named Entity Recognition (NER)¶

import spacy

# Load a pre-trained NER model
nlp = spacy.load("en_core_web_sm")

# Example of extracting entities from the first description
doc = nlp(df['Description'].iloc[0])
for ent in doc.ents:
    print(ent.text, ent.label_)

early fall around 1949-50 DATE
Boy Scout ORG
the Baptist Church ORG
The Baptist Church ORG

5. Word Clouds¶

from wordcloud import WordCloud
import matplotlib.pyplot as plt

# Generate a word cloud
text = " ".join(description for description in df.Description)
wordcloud = WordCloud(background_color="white").generate(text)

# Display the word cloud
plt.imshow(wordcloud, interpolation='bilinear')
plt.axis("off")
plt.show()

Task_1 Summary Statistics and Basic Insights¶

# create a copy of the data
data_1 = df.copy()

## Task_1 Summary statistics and basic insights
instruction_1 = """ As a UFO investigator, analyze the UFO sightings dataset to uncover key insights. Your analysis should cover:

Time Distribution: Examine how sightings are distributed over time. Identify any trends, such as increases or decreases in sightings during specific periods.
Geographical Hotspots: Determine areas with a high frequency of sightings. Highlight these geographical hotspots and any regional differences in sighting frequencies.
Descriptive Patterns: Look for recurring themes or notable characteristics in the descriptions of the sightings. Pay attention to details like shape, color, and behavior of the observed UFOs.
Summarize your findings, focusing on the above aspects. Your summary should provide a clear overview of the dataset's highlights, revealing where and when UFO sightings are most common, as well as any distinctive features reported in the sightings. """

# Loading the sentiment anaylysis using llama LLM
data_1['llama_response'] = data_1['Description'].apply(lambda x: generate_llama_response(instruction_1,x))

# Checking the first 5 rows in the data.

# Display the first five rows of the DataFrame
print(data_1.head())

             Date_time date_documented  Year  Month  Hour  Season  \
0  1949-10-10 20:30:00       4/27/2004  1949     10    20  Autumn   
1  1949-10-10 21:00:00      12/16/2005  1949     10    21  Autumn   
2  1955-10-10 17:00:00       1/21/2008  1955     10    17  Autumn   
3  1956-10-10 21:00:00       1/17/2004  1956     10    21  Autumn   
4  1960-10-10 20:00:00       1/22/2004  1960     10    20  Autumn   

  Country_Code         Country   Region        Locale   latitude   longitude  \
0          USA   United States    Texas    San Marcos  29.883056  -97.941111   
1          USA   United States    Texas  Bexar County  29.384210  -98.581082   
2          GBR  United Kingdom  England       Chester  53.200000   -2.916667   
3          USA   United States    Texas          Edna  28.978333  -96.645833   
4          USA   United States   Hawaii       Kaneohe  21.418056 -157.803611   

  UFO_shape  length_of_encounter_seconds Encounter_Duration  \
0  Cylinder                       2700.0         45 minutes   
1     Light                       7200.0            1-2 hrs   
2    Circle                         20.0         20 seconds   
3    Circle                         20.0           1/2 hour   
4     Light                        900.0         15 minutes   

                                         Description  Sentiment  Subjectivity  \
0  This event took place in early fall around 194...   0.100000      0.300000   
1  1949 Lackland AFB&#44 TX.  Lights racing acros...   0.000000      0.000000   
2  Green/Orange circular disc over Chester&#44 En...   0.000000      0.000000   
3  My older brother and twin sister were leaving ...   0.055556      0.644444   
4  AS a Marine 1st Lt. flying an FJ4B fighter/att...   0.000000      0.000000   

  llama_response  
0       Positive  
1       Positive  
2       Positive  
3       Positive  
4       Positive

def extract_category(text):
    """
    Extracts a category or sentiment from a given text.

    Args:
    - text (str): The text to analyze.

    Returns:
    - str: The extracted category or sentiment.
    """
    # Placeholder logic for demonstration; you'll need to adjust this based on your actual needs
    # This example simply categorizes texts into 'Positive', 'Negative', or 'Neutral' based on keyword presence
    if 'positive' in text.lower():
        return 'Positive'
    elif 'negative' in text.lower():
        return 'Negative'
    else:
        return 'Neutral'

# First 5 rows of the Category data.
data_1['Description'] = data_1['llama_response'].apply(extract_category)
print(data_1['Description'].head())  # Display the first few extracted categories

0    Positive
1    Positive
2    Positive
3    Positive
4    Positive
Name: Description, dtype: object

# Final data first 5 rows.
final_data_1 = data_1.drop(['llama_response'], axis=1)
final_data_1.head() # Final data head

# @title Year

from matplotlib import pyplot as plt
final_data_1['Year'].plot(kind='line', figsize=(8, 4), title='Year')
plt.gca().spines[['top', 'right']].set_visible(False)

# @title Month

from matplotlib import pyplot as plt
final_data_1['Month'].plot(kind='hist', bins=20, title='Month')
plt.gca().spines[['top', 'right',]].set_visible(False)

Task_2 Geospatial Analysis¶

# create a copy of the data
data_2 = df.copy()

# Instruction 2: Comprehensive Geospatial Analysis of UFO Sightings
instruction_2 = """ Utilize the 'ufo_sightings.csv' dataset, which catalogs UFO sightings, detailing sighting dates, descriptions, locations (latitude and longitude), and durations. Your task is to conduct an in-depth geospatial analysis to uncover patterns and provide insights. Your analysis should include:

Sighting Distribution Map:

Create a map to visualize the geographical distribution of UFO sightings, highlighting high-concentration areas.
Cluster Analysis:

Identify and describe geographical clusters of sightings. Detail these clusters by frequency, common sighting times, and distinctive features from the descriptions.
Investigation of Prominent Locations:

Examine the top 5 locations with the most sightings. Investigate common factors among these locations, such as geographical attributes or their closeness to significant landmarks (e.g., military bases, airports).
Sightings and Geographical Features Correlation:

Explore how UFO sightings correlate with geographical features (e.g., bodies of water, mountains, urban areas) to determine if certain features attract more sightings.
Interactive Map Tool Proposal:

Suggest features for an interactive map tool that enables users to filter sightings based on date, duration, and other criteria. Propose functionalities that allow data exploration through search filters and informational overlays.
Leverage data analysis and text generation tools to derive meaningful insights, synthesize findings, and outline recommendations for effectively visualizing and exploring the UFO sightings data. """

# Loading the sentiment anaylysis using llama LLM
data_2['llama_response'] = data_2['Description'].apply(lambda x: generate_llama_response(instruction_2,x))

# Checking the first 5 rows in the data.

# Display the first five rows of the DataFrame
print(data_2.head())

             Date_time date_documented  Year  Month  Hour  Season  \
0  1949-10-10 20:30:00       4/27/2004  1949     10    20  Autumn   
1  1949-10-10 21:00:00      12/16/2005  1949     10    21  Autumn   
2  1955-10-10 17:00:00       1/21/2008  1955     10    17  Autumn   
3  1956-10-10 21:00:00       1/17/2004  1956     10    21  Autumn   
4  1960-10-10 20:00:00       1/22/2004  1960     10    20  Autumn   

  Country_Code         Country   Region        Locale   latitude   longitude  \
0          USA   United States    Texas    San Marcos  29.883056  -97.941111   
1          USA   United States    Texas  Bexar County  29.384210  -98.581082   
2          GBR  United Kingdom  England       Chester  53.200000   -2.916667   
3          USA   United States    Texas          Edna  28.978333  -96.645833   
4          USA   United States   Hawaii       Kaneohe  21.418056 -157.803611   

  UFO_shape  length_of_encounter_seconds Encounter_Duration  \
0  Cylinder                       2700.0         45 minutes   
1     Light                       7200.0            1-2 hrs   
2    Circle                         20.0         20 seconds   
3    Circle                         20.0           1/2 hour   
4     Light                        900.0         15 minutes   

                                         Description  Sentiment  Subjectivity  \
0  This event took place in early fall around 194...   0.100000      0.300000   
1  1949 Lackland AFB&#44 TX.  Lights racing acros...   0.000000      0.000000   
2  Green/Orange circular disc over Chester&#44 En...   0.000000      0.000000   
3  My older brother and twin sister were leaving ...   0.055556      0.644444   
4  AS a Marine 1st Lt. flying an FJ4B fighter/att...   0.000000      0.000000   

  llama_response  
0       Positive  
1       Positive  
2       Positive  
3       Positive  
4       Positive

# Remove trailing whitespace from column names
data_2.columns = data_2.columns.str.strip()

def some_function(value):
    try:
        return float(value)
    except ValueError:
        return None  # or some other default value

data_2['latitude'] = data_2['latitude'].apply(some_function)
data_2['longitude'] = data_2['longitude'].apply(some_function)

# Example function application using the corrected column names
data_2['latitude'] = data_2['latitude'].apply(some_function)
data_2['longitude'] = data_2['longitude'].apply(some_function)

import folium

# Create a base map using the average coordinates to center it
latitude_center = data_2['latitude'].mean()
longitude_center = data_2['longitude'].mean()
ufo_map = folium.Map(location=[latitude_center, longitude_center], zoom_start=5)

# Add a marker for each UFO sighting
for idx, row in data_2.iterrows():
    # Ensure that latitude and longitude are not NaN
    if pd.notnull(row['latitude']) and pd.notnull(row['longitude']):
        folium.Marker(
            [row['latitude'], row['longitude']],
            popup=f"{row['Region']}, {row['Locale']} ({row['Year']})"
        ).add_to(ufo_map)
        print(f"{row['Region']}, {row['Locale']} ({row['Year']})")

Streaming output truncated to the last 5000 lines.
Georgia, Gainesville (2006)
Nevada, Pahrump (2006)
New York, Bay Shore (2007)
Colorado, Snowmass Village (2007)
Florida, Naples (2007)
California, Placerville (2007)
Wisconsin, Village of Pewaukee (2007)
Tennessee, Honeys Hill (2007)
California, Santa Barbara (2007)
California, Bodega Bay (2007)
Tennessee, Lauderdale Courts (2007)
California, Oroville (2007)
England, Weston-super-Mare (2007)
Ontario, Midland (2007)
Illinois, Vermont (2007)
Illinois, Galesburg (2007)
New Hampshire, Bethlehem (2007)
Minnesota, Clear Lake (2007)
Connecticut, Wallingford (2007)
Iowa, Des Moines (2007)
Connecticut, Watertown (2007)
Virginia, Scott County (2007)
California, San Carlos (2007)
Virginia, Scott County (2007)
Ontario, London (2008)
California, Riverside (2008)
Arizona, Scottsdale (2008)
Illinois, Springfield (2008)
Texas, Hurst (2008)
Ontario, Whitby (2008)
California, Riverside (2008)
New Hampshire, Whitefield (2008)
Kansas, Pratt (2008)
Ohio, Atwater (2008)
New Hampshire, Wentworth (2008)
Indiana, Frankfort (2008)
Ohio, Short Hills (2008)
Michigan, Rockford (2008)
Georgia, Gainesville (2008)
Michigan, Vassar (2008)
Minnesota, Vista Village Mobile Home Park (2009)
Texas, Houston (2009)
Ohio, Fairborn (2009)
California, Aptos (2009)
Ontario, Oshawa (2009)
Washington, Everett (2009)
California, Auburn (2009)
Ontario, Toronto (2009)
Ontario, Toronto (2009)
Connecticut, Clinton (2009)
England, Harrogate (2009)
Pennsylvania, Greenbrook (2009)
New York, Buffalo (2009)
Missouri, New Haven (2009)
Ohio, Norwood (2009)
Colorado, Grand Junction (2010)
California, Tin City (2010)
South Carolina, Summerville (2010)
South Carolina, Jamestown (2010)
California, Los Angeles (2010)
North Carolina, Robinson Heights (2010)
Colorado, Grand Junction (2010)
Ohio, Short Hills (2010)
Virginia, Arlington (2010)
Ohio, Galloway (2010)
California, Escondido (2010)
Ontario, St. Thomas (2010)
Kentucky, Louisville (2010)
Illinois, Tinley Park (2010)
Texas, Lindale (2010)
Louisiana, Lake Charles (2010)
South Holland, Barendrecht (2010)
Massachusetts, Sandy Hill (2011)
North Carolina, Clayton (2011)
Texas, Plano (2011)
Texas, Fort Worth (2011)
Missouri, Mehlville (2011)
Illinois, Bartlett (2011)
New Mexico, Alamogordo (2011)
Ohio, Salem (2011)
Illinois, Naperville (2011)
Ohio, Jackson (2011)
Indiana, Avon (2011)
Rhode Island, Johnston (2011)
Rhode Island, Kent County (2011)
Illinois, Girard (2011)
West Virginia, Huntersville (2011)
Illinois, Lake in the Hills (2011)
Michigan, Oakland County (2011)
Indiana, Warsaw (2011)
New Mexico, Anthony (2011)
California, Joshua Tree (2011)
Alabama, Chelsea (2011)
Indiana, Monticello (2011)
Pennsylvania, Montgomery County (2011)
New Jersey, Woodstown (2011)
Missouri, Saint Charles County (2011)
Florida, Saint Augustine (2011)
Ile-de-France, Montévrain (2011)
California, Colonia Juarez (2012)
Florida, Pembroke Pines (2012)
Unknown, Naha (2012)
Maryland, Germantown (2012)
Washington, Woodland (2012)
Minnesota, Saint Paul (2012)
Illinois, Jacksonville (2012)
New York, Dryden (2012)
Maine, Bangor (2012)
Washington, Tacoma (2012)
New Jersey, Atlantic Highlands (2012)
Texas, Carmine (2012)
California, Mission Viejo (2012)
South Carolina, Sumter (2012)
Arkansas, Fayetteville (2013)
New Jersey, Blackwood (2013)
Arizona, Mesa (2013)
Michigan, Flint (2013)
Tennessee, Lauderdale Courts (2013)
Arizona, Tumacacori (2013)
Massachusetts, Westport Factory (2013)
Ohio, Akron (2013)
California, Riverside (2013)
Maine, Portland (2013)
Pará, Monte Alegre (1975)
Kentucky, Owensboro (1986)
New Jersey, Scobeyville (1986)
Ohio, Lima (1987)
Washington, Olympia (1991)
Quebec, Montreal (1991)
Arizona, Willcox (1995)
Rhode Island, Wickford (1995)
Michigan, Ann Arbor (1996)
Ohio, Manchester (1997)
Florida, Panama City (1997)
Unknown, Doha (1997)
Nebraska, Cozad (1998)
Kentucky, Ashland (1998)
Prince Edward Island, Cornwall (1998)
California, Diamond Bar (1998)
California, Del Mar (1998)
Utah, Salt Lake City (1998)
California, Castaic (1998)
North Carolina, Kill Devil Hills (1999)
British Columbia, Kelowna (1999)
England, City of London (1999)
Washington, Seattle (1999)
Arizona, Catalina (1999)
Maine, East Machias (1999)
Tennessee, Nashville (1999)
Oregon, John Day (1999)
Washington, Snohomish (1999)
Pennsylvania, Allentown (2000)
California, San Diego (2000)
Alabama, Cullman (2000)
Florida, Shangri-La MHP (2000)
Colorado, Pueblo (2000)
California, Redding (2000)
Texas, San Saba (2000)
Oklahoma, Westville (2000)
California, San Diego (2000)
Michigan, Wayne (2001)
Arizona, Phoenix (2001)
Massachusetts, Grafton (2001)
Oregon, Lincoln City (2001)
Washington, Seattle (2001)
North Carolina, Spruce Pine (2002)
Missouri, Steele (2002)
Missouri, Bragg City (2002)
Missouri, Poplar Bluff (2002)
Canary Islands, La Orotava (2002)
Tennessee, Germantown (2002)
Washington, Seattle (2002)
Washington, Vancouver (2002)
Pennsylvania, Cumberland County (2002)
Pennsylvania, Hillside Village (2002)
Indiana, Kokomo (2002)
Oregon, Grants Pass (2002)
North Carolina, Surf City (2003)
California, Lancaster (2003)
Florida, Palm Beach (2003)
North Carolina, Rocky Mount (2003)
Arizona, Tucson (2003)
British Columbia, Kamloops (2003)
Oklahoma, Edmond (2003)
Ontario, Mono Mills (2003)
Colorado, Colorado Springs (2003)
California, Lompoc (2003)
Washington, Seattle (2003)
Alberta, Edmonton (2003)
California, Rancho Cucamonga (2004)
Michigan, Marion (2004)
Ohio, Lyndhurst (2004)
Minnesota, Spring Grove (2004)
New Jersey, New Brunswick (2004)
Manitoba, Winnipeg (2004)
Missouri, Hermitage (2004)
Georgia, Norcross (2004)
County Wicklow, Kilquade (2004)
Illinois, Chicago (2004)
Arizona, Prescott Valley (2004)
Washington, Seattle (2004)
New York, Buffalo (2004)
New Mexico, Placitas (2004)
Ontario, Ottawa (2004)
New York, Buffalo (2004)
Pennsylvania, State College (2004)
Wisconsin, Lake Geneva (2005)
England, Sefton (2005)
Ontario, Newmarket (2005)
Unknown, Unknown (2005)
Washington, Tacoma (2005)
New York, Tappan (2005)
Ohio, Dayton (2005)
Idaho, Dalton Gardens (2005)
Virginia, Lynchburg (2005)
Illinois, Woodridge (2005)
New Jersey, Collings Lakes (2005)
Oklahoma, Lawton (2005)
Wisconsin, Thiensville (2005)
Florida, Plantation Gardens (2005)
California, San Francisco (2006)
Oregon, Prospect (2006)
Michigan, Jackson (2006)
Illinois, Gurnee (2006)
Region of Southern Denmark, Haderslev (2007)
Georgia, Kennesaw (2007)
Oregon, Portland (2007)
New York, Rome (2007)
California, Irvine (2007)
North Carolina, Centerview (2007)
New Hampshire, Bethlehem (2007)
California, Bakersfield (2007)
California, San Diego (2008)
Oklahoma, Tulsa (2008)
Indiana, Mishawaka (2008)
Maryland, Silver Spring (2008)
New Hampshire, Canterbury (2008)
Oklahoma, Tulsa (2008)
West Virginia, Schilling Addition (2008)
New Hampshire, Rumney (2008)
Arizona, Tempe (2008)
Indiana, Carmel (2008)
New Jersey, Jersey City (2008)
New Hampshire, North Conway (2008)
New Jersey, Somerset County (2008)
England, Weymouth (2008)
England, Malmesbury (2008)
Ontario, Toronto (2008)
Hawaii, Kaanapali (2009)
California, Huntington Beach (2009)
Washington, Paradise (2009)
New York, New Rochelle (2009)
New Jersey, Hackettstown (2009)
West Virginia, Martinsburg (2009)
New Hampshire, Portsmouth (2009)
Pennsylvania, Corry (2009)
New Jersey, Freehold (2009)
Missouri, Preston (2009)
Idaho, Boise (2009)
Pennsylvania, Harrison Township (2009)
England, Doncaster (2009)
Florida, Hudson (2009)
Idaho, Boise (2009)
California, Redding (2009)
Michigan, Charlevoix (2009)
England, Humberston Grange (2009)
Idaho, Boise (2009)
Connecticut, Rockville (2009)
Missouri, Saint Louis (2009)
Idaho, Boise (2009)
Missouri, Butler (2010)
California, Los Angeles (2010)
California, Antioch (2010)
New Brunswick, Dieppe (2010)
New York, Rochester (2010)
Ontario, Brampton (2010)
New York, Woodbury (2010)
Maryland, Chesapeake Beach (2010)
New York, Westbury (2010)
Kentucky, Louisville (2010)
Indiana, Merrillville (2010)
Kentucky, Pikeville (2010)
Pennsylvania, North East (2010)
Pennsylvania, Easton (2010)
Montana, Powell County (2011)
Ohio, Troy (2011)
California, Martinez (2011)
Florida, Thonotosassa (2011)
Michigan, Delton (2011)
Arizona, Chandler (2011)
Arizona, Queen Creek (2011)
Massachusetts, Boston (2011)
Wisconsin, New Berlin (2011)
Utah, Alpine (2011)
Wyoming, La Barge (2011)
Massachusetts, Dennis Port (2011)
California, Ukiah (2011)
Baja California Sur, Cabo San Lucas (2011)
California, Hayward (2011)
Nevada, Las Vegas (2011)
New Jersey, Pitman (2011)
Florida, Naples (2011)
Arizona, Buckeye (2012)
Arkansas, Hector (2012)
Washington, Deer Park (2012)
California, Danville (2012)
Ohio, Morral (2012)
Iowa, Cedar Rapids (2012)
Washington, Tacoma (2012)
Georgia, Augusta (2012)
Tennessee, Knoxville (2012)
Tennessee, Nokes Heights (2012)
Illinois, Bradley (2012)
Kentucky, Scottsville (2012)
Nebraska, North Platte (2012)
Arizona, Phoenix (2012)
Missouri, Bridgeton (2013)
Virginia, Lakeside Park (2013)
Alabama, Hamilton (2013)
New York, Melville (2013)
Maryland, Silver Spring (2013)
Washington, Rochester (2013)
California, Clearlake Oaks (2013)
Texas, Dallas (2013)
Pennsylvania, Smithport (2013)
Quebec, Montreal (2013)
Washington, Silverdale (2013)
Maryland, Baltimore (2013)
Ohio, Centerville (2013)
Idaho, Boise (2013)
Washington, Seattle (2013)
Kentucky, Shelbyville (2013)
Kentucky, Shelbyville (2013)
Florida, Clermont (2013)
Washington, Everett (2013)
New Jersey, Newfield (2013)
Idaho, Ketchum (2013)
Georgia, Suwanee (2013)
Arizona, Bullhead City (2013)
Georgia, Cumming (2013)
New Jersey, Bordentown (1976)
Maryland, Baltimore (1979)
Virginia, Portsmouth (1986)
California, Stanford (1995)
Ohio, Avon Lake (1996)
Unknown, Unknown (1996)
Illinois, Orland Park (1997)
Washington, Seattle (1997)
Nevada, Boulder City (1998)
Washington, Seattle (1998)
Washington, Seattle (1998)
Washington, Seattle (1999)
Texas, Cleveland (1999)
Florida, Tampa (1999)
California, Santa Barbara (1999)
California, Santa Barbara (1999)
Ohio, Ashville (1999)
Washington, Bothell (1999)
Pennsylvania, Philadelphia (1999)
Kansas, Dodge City (2000)
California, Fairfield (2000)
California, Los Angeles (2000)
Texas, Houston (2000)
Washington, Buckley (2000)
Ohio, Girard (2000)
Colorado, Pueblo (2000)
Kentucky, Radcliff (2000)
Ohio, Conneaut (2000)
Ohio, Ravenna (2000)
Georgia, Duluth (2000)
California, Madera (2000)
Washington, Camas (2000)
Arizona, Chandler (2000)
Arizona, Scottsdale (2000)
Oklahoma, Woodward (2001)
Oklahoma, Woodward (2001)
Texas, Gatesville (2001)
Maryland, Belle Grove Square (2001)
California, San Bruno (2001)
Washington, Seattle (2001)
Texas, Amarillo (2001)
North Sumatra, City of Medan (2002)
California, Los Angeles (2002)
Missouri, Washington (2002)
Oregon, Banks (2002)
Iowa, Marion (2002)
California, Lemoore (2002)
California, Capitola (2002)
California, Duarte (2002)
Arizona, Flagstaff (2002)
California, Hollister (2002)
California, Hollister (2002)
Arizona, Kingman (2002)
California, Santa Clara (2002)
California, Tahoe City (2002)
California, Palo Alto (2002)
California, Rancho Santa Margarita (2002)
California, Redding (2002)
California, San Francisco (2002)
California, Santa Clara (2002)
California, Antioch (2002)
California, Cypress (2002)
California, Pleasant Hill (2002)
Arizona, Scottsdale (2002)
California, Malibu Riviera (2002)
California, San Diego (2002)
California, Mariposa County (2002)
North Carolina, Holden Beach (2002)
Florida, Merritt Island (2002)
South Carolina, Myrtle Beach (2002)
North Brabant, Oosterhout (2002)
Ohio, Louisville (2002)
New Jersey, Red Bank (2003)
North Carolina, Cherryville (2003)
Colorado, Longmont (2003)
California, California City (2003)
California, Rancho Cordova (2003)
Drenthe, Eext (2003)
New Mexico, Cochiti (2003)
Louisiana, Ethel (2003)
Louisiana, Ethel (2003)
New Mexico, Belen (2003)
New Mexico, Albuquerque (2003)
New Mexico, Albuquerque (2003)
Missouri, Fenton (2003)
California, Mammoth Lakes (2003)
Arizona, Roosevelt Lake Estates (2003)
Indiana, Cloverdale (2003)
New Jersey, Williamstown (2003)
Colorado, Hartsel (2003)
Texas, Irving (2003)
Kansas, Hutchinson (2003)
Illinois, Blue Mound (2004)
Ontario, Oshawa (2004)
Ohio, Canton (2004)
Ohio, Waynesburg (2004)
California, Temecula (2004)
New Hampshire, Manchester (2004)
South Carolina, Conway (2004)
Ohio, Huron (2004)
Tennessee, N C Love Addition (2004)
New York, Buffalo (2004)
Alberta, Fort McMurray (2005)
California, Hopland (2005)
Peloponnese, Western Greece and the Ionian, Achaea Regional Unit (2005)
California, Irvine (2005)
New Hampshire, Laconia (2005)
Arizona, Dragoon (2005)
Florida, Miami (2005)
Arizona, Phoenix (2005)
Wisconsin, Wautoma (2005)
Wisconsin, Portage (2005)
Colorado, Boulder (2005)
Wisconsin, Bancroft (2005)
Connecticut, Orange (2005)
Michigan, Centreville (2005)
Georgia, Duluth (2005)
Wisconsin, Portage (2005)
California, Sonoma (2005)
Ohio, Fairborn (2005)
North Carolina, Wake County (2005)
Texas, Arlington (2006)
Illinois, Henning (2006)
New Aquitaine, Limoges (2006)
Tennessee, Elmore Park (2006)
Texas, Conroe (2006)
Indiana, Ireland (2007)
Florida, Melbourne (2007)
Arizona, Hawley Lake (2007)
New York, Rensselaer (2007)
Iowa, Webb (2007)
Ohio, Williamsburg (2008)
Missouri, Lee's Summit (2008)
Colorado, Westminster (2008)
Arizona, Lake Havasu City (2008)
New York, New York (2008)
California, Los Angeles (2008)
England, Stoke (2008)
Illinois, Lebanon (2008)
North Carolina, Deans Heights (2008)
New York, New York (2008)
New Jersey, Union Square (2008)
California, Oxnard (2008)
California, Cathedral City (2008)
Massachusetts, East Bridgewater (2008)
Texas, Houston (2008)
California, San Luis Obispo (2008)
Pennsylvania, Philadelphia (2009)
Missouri, Peculiar (2009)
Illinois, Gurnee (2009)
Maine, Waterville (2009)
Ontario, Mississauga (2009)
England, Hatfield (2009)
New Mexico, Bernalillo (2009)
Washington, Renton (2009)
Maine, Lovell (2009)
Ohio, Bethesda (2009)
New York, Amagansett (2009)
Maryland, Johnson Manor (2009)
New York, Shandaken (2009)
Sirte, Al-Amerah (2009)
Ontario, Toronto (2009)
New York, Miller Place (2009)
Pennsylvania, Hanover (2009)
New Jersey, Salem Hill (2009)
Maine, Lisbon (2009)
Pennsylvania, Circleville (2009)
Maine, Sanford (2009)
New Jersey, Somerset (2009)
Virginia, Lakeside Park (2009)
Maryland, Towson (2009)
Vermont, Putney (2009)
Maryland, Harford County (2009)
Massachusetts, Auburn (2009)
Massachusetts, Charles River Grove (2009)
Maine, Berwick (2009)
New Jersey, Farnerville (2009)
Maryland, Dundalk (2009)
Pennsylvania, Evans City (2009)
Virginia, Harrisonburg (2009)
New Jersey, Salem Hill (2009)
Virginia, Leesburg (2009)
New Jersey, Bairdsville (2009)
New Jersey, Pittstown (2009)
Rhode Island, Providence (2009)
New York, Riverhead (2009)
Connecticut, Oneco (2009)
New York, Troy (2009)
Connecticut, Trumbull (2009)
Pennsylvania, Grove (2009)
North Carolina, Channel Acres (2009)
Connecticut, Colchester (2009)
New Hampshire, Plainfield (2009)
Pennsylvania, Auburn (2009)
Vermont, West Cornwall (2009)
Maryland, Dundalk (2009)
New York, Glens Falls (2009)
Massachusetts, Great Barrington (2009)
Pennsylvania, Mount Penn (2009)
Connecticut, New Milford (2009)
Connecticut, Southbury (2009)
Pennsylvania, Chester (2009)
New Jersey, Boonton (2009)
Massachusetts, Wareham Center (2009)
Massachusetts, New Village (2009)
Connecticut, Ellington (2009)
Pennsylvania, Lititz (2009)
New York, Varick Homes (2009)
Pennsylvania, Westover (2009)
Connecticut, Shelton (2009)
Pennsylvania, Mount Jewett (2009)
Rhode Island, Union Village (2009)
Massachusetts, Arlington (2009)
Ohio, Canton (2009)
Pennsylvania, Bucks County (2009)
New Jersey, Chatham (2009)
Ohio, Columbus (2009)
Pennsylvania, Elysburg (2009)
New York, Farmingdale (2009)
New York, Merriewold Park (2009)
Pennsylvania, Gibsonia (2009)
Pennsylvania, Glenside (2009)
Massachusetts, Greenfield (2009)
New Jersey, Hope (2009)
Pennsylvania, Jim Thorpe (2009)
Nebraska, Lincoln (2009)
New Jersey, Harvey Cedars (2009)
New Jersey, Branchport (2009)
New York, Marion (2009)
New York, German Four Corners (2009)
Pennsylvania, Millersville (2009)
New Jersey, Neptune City (2009)
New York, Orangeburg (2009)
Vermont, Orwell (2009)
Pennsylvania, Pittsburgh (2009)
Pennsylvania, Plumsteadville (2009)
Pennsylvania, Whitemarsh Township (2009)
Connecticut, Wallingford (2009)
Pennsylvania, Bernville (2009)
Connecticut, Norwalk (2009)
New York, Fishers Island (2009)
Pennsylvania, Hilltown (2009)
Virginia, Independent Hill (2009)
Rhode Island, Wakefield (2009)
Rhode Island, Providence County (2009)
Virginia, Brookside (2009)
New Jersey, Sea Girt (2009)
Rhode Island, Wickford (2009)
Maine, Cape Elizabeth (2009)
Maryland, Brookwood Estates (2009)
Pennsylvania, Lamar (2009)
Pennsylvania, Pennsburg (2009)
New Jersey, Scotch Plains (2009)
New Jersey, Washington Township (2009)
New Jersey, Beachwood (2009)
Pennsylvania, Brogue (2009)
Pennsylvania, Trachsville (2009)
Pennsylvania, Hyndman (2009)
Maryland, Lusby (2009)
Ohio, Mahoning County (2009)
Washington, Parkland (2009)
New York, Village of East Hampton (2009)
Pennsylvania, Chester (2009)
Pennsylvania, Lancaster (2009)
Minnesota, Minneapolis (2009)
Ontario, Barry's Bay (2009)
Massachusetts, Dartmouth (2009)
Florida, Jacksonville (2009)
Pennsylvania, Surveyor (2009)
Michigan, Walled Lake (2009)
Pennsylvania, Chester (2009)
Minnesota, Zumbrota (2009)
West Virginia, Valley (2009)
Florida, Vero Beach (2010)
Saskatchewan, Biggar (2010)
Arizona, Mohave County (2010)
New Mexico, Albuquerque (2010)
Indiana, Indianapolis (2010)
Nebraska, Omaha (2010)
Illinois, Crete (2011)
Washington, Kennewick (2011)
Arizona, Tucson (2011)
Illinois, Round Lake Beach (2011)
Colorado, Greeley (2011)
Ohio, Cleveland (2011)
Maine, Presque Isle (2011)
Nevada, Yerington (2011)
Kansas, Lawrence (2011)
California, Orland (2012)
New Jersey, Williamstown (2012)
Illinois, Bloomington (2012)
New York, New York (2012)
Colorado, Cedaredge (2012)
West Virginia, Morgantown (2012)
New York, Lisbon (2012)
Arizona, Fry (2012)
Indiana, Indianapolis (2012)
Pennsylvania, Pittsburgh (2012)
Colorado, Pueblo (2012)
Colorado, Pueblo County (2012)
New York, Whitehall (2012)
New Mexico, Torrance County (2013)
Maryland, Berlin (2013)
Oregon, Klamath Falls (2013)
Kentucky, Sharpsburg (2013)
East Flanders, Lokeren (2013)
Nova Scotia, Pictou Landing (2013)
New Mexico, Albuquerque (2013)
Rhode Island, Kent County (2013)
New York, Northville (2013)
Washington, Sequim (2013)
Vermont, Stowe (2013)
New Jersey, Asbury Park (2013)
Massachusetts, Somerville (2013)
New York, Chemung County (2013)
Pennsylvania, Chester County (2013)
Washington, Auburn (2013)
New Mexico, Deming (2013)
Virginia, Round Hill (2013)
Michigan, Wyoming (2013)
Arkansas, Frisco Addition (1956)
Kentucky, Hopkinsville (1957)
Illinois, Davis Junction (1958)
British Columbia, Area E (Cowichan Station / Sahtlam / Glenora) (1963)
Illinois, Chicago (1964)
California, Los Angeles (1967)
Gia Lai Province, Kon Dơng (1967)
Ohio, Tipp City (1967)
Alaska, Fairbanks (1969)
Pennsylvania, Russellton (1970)
Washington, Woodland (1971)
Missouri, Hermann (1972)
Missouri, Hartville (1972)
San Miguel del Padrón, Havana (1973)
Ohio, Mansfield (1973)
Kansas, Salina (1973)
Ohio, Mansfield (1973)
Ohio, Mansfield (1973)
Texas, Houston (1973)
Michigan, Roscommon (1975)
Texas, Wimberley (1975)
Kentucky, Highland Park (1976)
Florida, Tampa (1978)
Kentucky, Louisville (1980)
New York, Samsonville (1980)
Maryland, Camp Springs (1981)
Louisiana, Brugier (1982)
Virginia, Brookside (1982)
Idaho, Dixie (1982)
New York, New York (1984)
Florida, Broward County (1985)
Arizona, Tucson (1986)
New Mexico, Santa Fe (1987)
California, Riverside (1988)
Unknown, Unknown (1988)
New York, New York (1988)
Ohio, Mansfield (1988)
California, Sierra Madre (1989)
Indiana, Newburgh (1990)
Michigan, Roseville (1990)
Washington, Hoquiam (1990)
North Carolina, Level Cross (1990)
Pennsylvania, Blakely (1994)
California, Rancho Cordova (1994)
Missouri, Higginsville (1994)
Ohio, Hinckley (1994)
Nevada, Reno (1995)
Ohio, Wilberforce (1995)
Wisconsin, Green Bay (1995)
Alaska, Cold Bay (1995)
Mississippi, Pine Land (1995)
Georgia, Blackshear (1995)
Oklahoma, Coweta (1996)
Quintana Roo, Cancun (1996)
California, Midland Grove (1997)
Nevada, Las Vegas (1998)
Illinois, Tolono (1998)
Washington, Tukwila (1998)
California, El Monte (1998)
Washington, Bothell (1998)
California, Mission Viejo (1999)
Utah, Timpie (1999)
California, Los Angeles (1999)
Mississippi, Hattiesburg (1999)
New Hampshire, Barrington (1999)
Arizona, Mesa (1999)
Alberta, Calgary (1999)
England, West Northamptonshire (2000)
California, Governors Village (2000)
Macedonia and Thrace, Thessaloniki Municipal Unit (2000)
Sabah, Kota Kinabalu (2000)
South Sinai, Dahab (2000)
Ontario, Beamsville (2000)
Wales, Swansea (2000)
Arizona, Phoenix (2000)
England, Oldbury (2000)
New York, Maybrook (2000)
Unknown, Naha (2000)
England, Padstow (2000)
Minnesota, Marshall (2000)
New York, New York (2001)
Washington, Seattle (2001)
Colorado, Lakewood (2001)
New York, Glens Falls (2001)
Massachusetts, Middleborough (2001)
Washington, Renton (2001)
Minnesota, Columbia Heights (2002)
Washington, Spokane (2002)
Colorado, Denver (2002)
California, Danville (2002)
Lombardy, Orzinuovi (2002)
Gauteng, Pretoria (2002)
Oklahoma, Elk City (2002)
Pennsylvania, Fairoaks (2002)
Delhi, Delhi (2002)
Tennessee, Westwood-Gray Subdivision (2002)
Texas, Sherman (2003)
Washington, Benton County (2003)
Oregon, Idanha (2003)
Massachusetts, Amherst (2003)
Indiana, Frankfort (2003)
Michigan, Fraser (2003)
Michigan, Fraser (2003)
Michigan, Fraser (2003)
Massachusetts, Lynnhurst (2003)
Arizona, Sedona (2003)
Michigan, Pleasant Ridge (2003)
England, Southampton (2003)
Nebraska, Venice (2003)
Washington, Maple Valley (2003)
Washington, Maryhill (2003)
California, Petaluma (2003)
North Carolina, Mooresville (2003)
North Carolina, Tryon (2004)
New York, Pine Bush (2004)
Arizona, Chandler (2004)
Virginia, Wayland Park (2004)
California, Berkeley (2004)
Pennsylvania, Coatesville (2004)
Arizona, Prescott (2004)
California, Fort Bragg (2004)
Illinois, Shumway (2004)
Texas, Whitney (2004)
Tennessee, Watauga (2004)
South Carolina, Florence (2004)
Washington, Edmonds (2004)
Peloponnese, Western Greece and the Ionian, Lourdata (2004)
North Carolina, Southern Pines (2004)
California, San Diego (2004)
Washington, Belfair (2005)
Washington, Medical Lake (2005)
Texas, Bertram (2005)
New South Wales, Ulladulla (2005)
New York, Adams (2005)
Kentucky, Harlan (2005)
Louisiana, Many (2005)
Georgia, Lithia Springs (2005)
Oregon, Portland (2005)
Florida, Deltona (2005)
Arizona, Phoenix (2005)
New Mexico, Albuquerque (2005)
New Mexico, Albuquerque (2005)
Arizona, Mexican Town (2005)
New Hampshire, Laconia (2005)
California, Sunnyvale (2005)
New York, Romulus (2005)
South Dakota, Burke (2005)
Georgia, Decatur (2005)
Illinois, Moline (2005)
New York, New York (2005)
Georgia, Dacula (2006)
Texas, Junction (2006)
Texas, Houston (2006)
Florida, Naples (2006)
Maine, Bangor (2006)
Georgia, Houston County (2006)
Illinois, Westmont (2006)
Louisiana, Pearl River (2006)
Iowa, La Motte (2006)
Oregon, Jackson County (2006)
Maryland, Colesville Park (2007)
Kentucky, Mount Sterling (2007)
Pennsylvania, Bristol (2007)
British Columbia, Savona (2007)
California, Long Beach (2007)
Michigan, Flint (2007)
New York, Bridgeport (2007)
Illinois, Westmont (2007)
Oregon, Coos Bay (2007)
Florida, Palm Harbor (2007)
New Mexico, Kingston (2007)
Illinois, Richmond (2007)
New Hampshire, Bethlehem (2007)
Washington, Orting (2007)
California, Trabuco Canyon (2007)
Kentucky, Lebanon (2008)
North Carolina, Apex (2008)
Missouri, Kansas City (2008)
New York, East Chester (2008)
California, San Francisco (2008)
Utah, Clearfield (2008)
New Jersey, Linden (2008)
England, West Timperley (2008)
Florida, Martin (2008)
New Jersey, Somerset County (2008)
California, San Clemente (2008)
England, Wadebridge (2008)
California, Capistrano Beach (2008)
California, Salinas (2008)
Virginia, Glen Allen (2008)
Massachusetts, Mikas Pond (2008)
Illinois, Palatine (2008)
Texas, South Padre Island (2008)
England, Park Central (2009)
Quebec, Jamésie (2009)
Connecticut, Ansonia (2009)
Pennsylvania, Mahanoy City (2009)
Minnesota, Duluth (2009)
Connecticut, Talcottville (2009)
New Hampshire, Hudson (2009)
Texas, San Marcos (2009)
Montana, Missoula (2009)
Georgia, Alpharetta (2009)
New Mexico, Placitas (2009)
England, Park Central (2009)
New York, Highland (2009)
Nebraska, Plattsmouth (2009)
Maine, Deer Isle (2009)
England, Mulbarton (2009)
California, Anaheim (2009)
New Hampshire, Franklin (2009)
Florida, Valrico (2009)
Texas, Santo (2009)
Connecticut, North Haven (2009)
Oregon, Lane County (2009)
Massachusetts, Auburn (2009)
California, Modesto (2009)
North Carolina, South Cecil (2009)
California, Porterville (2009)
Hawaii, Kilauea (2010)
Rhode Island, Westerly (2010)
Ontario, (Old) Ottawa (2010)
California, Oxnard (2010)
California, Ojai (2010)
California, Ventura (2010)
California, San Jose (2010)
California, Durham (2010)
Florida, Land O' Lakes (2010)
Minnesota, Woodbury (2011)
Oregon, Portland (2011)
Texas, Corpus Christi (2011)
South Dakota, Sioux Falls (2011)
Maryland, Baltimore (2011)
Wyoming, Teton County (2011)
New York, New York (2011)
Arizona, Flagstaff (2011)
Oregon, Talent (2011)
North Dakota, Minot (2011)
Washington, Centralia (2011)
Florida, Grant-Valkaria (2011)
Washington, Moses Lake (2011)
Illinois, Ottawa (2011)
Indiana, Batesville (2011)
Kentucky, Ashland (2011)
Massachusetts, Danvers (2012)
West Virginia, Morgantown (2012)
Minnesota, Ramsey (2012)
Michigan, Kalkaska (2012)
Rhode Island, Kent County (2012)
Texas, Garland (2012)
Washington, Seattle (2012)
Ohio, Maineville (2012)
Manitoba, Anola (2012)
British Columbia, Revelstoke (2012)
Illinois, Canton (2012)
Alabama, Birmingham (2012)
West Virginia, Alston (2012)
Michigan, Brownstown Township (2012)
Oklahoma, Colcord (2012)
New Jersey, North Wildwood (2012)
South Carolina, Ingram Beach (2012)
Massachusetts, Brockton (2012)
West Bengal, Bangaon (2012)
Maryland, Owings Mills (2012)
Washington, Olympia (2013)
Texas, Kingwood (2013)
South Carolina, Greenwood (2013)
Alberta, Calgary (2013)
Maine, Newcastle (2013)
Maryland, Watersman (2013)
New Jersey, Toms River (2013)
South Carolina, Cowpens (2013)
Unknown, Chandigarh (2013)
Utah, Moyal Anderson (2013)
Arizona, Tucson (2013)
Pennsylvania, Altoona (2013)
Pennsylvania, Lehighton (2013)
Yukon, Paris (2013)
Florida, DeLand (2013)
Florida, DeLand (2013)
Florida, Indian Rocks Beach (2013)
Tennessee, Morristown (2013)
New Mexico, Albuquerque (2013)
Kansas, Latham (2013)
South Carolina, Boyce Lawn (2013)
Connecticut, Greenwich (1956)
Illinois, Quincy (1970)
Sichuan, Wufeng (1978)
Maine, Cape Elizabeth (1979)
Georgia, Jasper (1986)
Unknown, Unknown (1988)
Michigan, Detroit (1988)
Ontario, Sault Ste. Marie (1991)
Utah, Duchesne (1992)
Nevada, Montello (1994)
Nevada, Montello (1994)
Washington, Seattle (1995)
California, Maxwell (1996)
England, Norwich (1996)
Hawaii, Honolulu (1997)
California, Bodie (1998)
California, Bakersfield (1998)
Arizona, Sedona (1998)
Arizona, Sedona (1998)
California, Bermuda Dunes (1998)
Macedonia and Thrace, Thessaloniki Municipal Unit (1998)
Colorado, Denver (1999)
Montana, Leisure Village (1999)
California, San Diego (1999)
Indiana, Indianapolis (1999)
Washington, Spokane (1999)
Idaho, Post Falls (1999)
Texas, Chatfield (1999)
Ohio, North Eaton (1999)
Washington, Everett (1999)
Minnesota, Star Hills Mobile Home Park (2000)
Ohio, Columbiana (2000)
Ohio, Columbiana (2000)
Tennessee, Portland (2000)
Texas, Chatfield (2000)
Texas, Chatfield (2000)
Texas, Cushing (2000)
Illinois, Glen Ellyn (2000)
California, San Jose (2000)
Päijät-Häme, Lahti (2001)
Minnesota, Willmar (2001)
Georgia, Valdosta (2001)
Nebraska, Omaha (2001)
Michigan, East Lansing (2001)
Texas, Chatfield (2001)
New Mexico, Albuquerque (2001)
Iowa, Milford (2001)
Missouri, Marshall (2001)
Nevada, Las Vegas (2001)
Colorado, Columbine (2002)
Pennsylvania, Level Corner (2002)
California, Carlsbad Trailer Park (2002)
Illinois, Taylorville (2002)
Oklahoma, Altus (2002)
England, Liverpool (2003)
North Carolina, Elkin (2003)
Oregon, Corvallis (2003)
California, San Francisco (2003)
California, Milpitas (2003)
California, Glendale (2003)
California, Oak View (2003)
Nevada, Las Vegas (2003)
New Hampshire, Northwood (2003)
California, Bakersfield (2003)
California, Crescent City (2003)
Illinois, Fox Lake (2003)
Massachusetts, Provincetown (2003)
Santarém, Abrantes (2003)
Western Cape, Paarl (2003)
Western Australia, Perth (2004)
England, Crownhill (2004)
Ohio, Norwood (2004)
Oregon, Portland (2004)
North Carolina, Raleigh (2004)
Connecticut, Simsbury (2004)
Ohio, Columbus (2004)
Wisconsin, Eagle (2004)
Washington, Bremerton (2004)
Missouri, Hartville (2004)
New Jersey, Brick Township (2004)
Nova Scotia, Church Point (2004)
Kentucky, Morehead (2004)
Pennsylvania, State College (2004)
Washington, Browns Point (2004)
Ontario, Whitney (2004)
Nebraska, Albion (2005)
Nevada, Las Vegas (2005)
California, Irvine (2005)
New Hampshire, Laconia (2005)
New Jersey, Boonton (2005)
Arizona, Glendale (2005)
California, San Diego (2005)
Canterbury, Christchurch (2005)
New Hampshire, Upper Village (2005)
New Hampshire, Tilton (2005)
Wisconsin, Wautoma (2005)
New Hampshire, Sanbornton (2005)
Montana, Whitefish (2005)
Arizona, Lake Havasu City (2005)
West Virginia, Moundsville (2005)
New Jersey, Bairdsville (2005)
Washington, Lynden (2005)
Illinois, Darien (2006)
Texas, Houston (2006)
Unknown, Unknown (2006)
Florida, Lake Worth Beach (2006)
New Jersey, Forked River (2006)
Ohio, Mahoning County (2006)
California, San Clemente (2006)
Ontario, Beamsville (2006)
Colorado, Brighton (2006)
Ohio, Chillicothe (2006)
England, Stanley (2006)
Ohio, Frankfort (2006)
Washington, Goldendale (2006)
South Dakota, Rosebud (2007)
Ohio, Spencerville (2007)
Texas, Bastrop (2007)
Kentucky, Gainesway (2007)
Illinois, Lombard (2007)
New Hampshire, Salem (2007)
Arizona, Seligman (2007)
Pennsylvania, Dover (2007)
New Mexico, Farmington (2007)
California, Huntington Beach (2007)
New Mexico, Albuquerque (2007)
Michigan, Sterling Heights (2007)
Massachusetts, North Dartmouth (2007)
Ohio, Keno (2007)
Ohio, Keno (2007)
Ohio, Amity (2007)
Ohio, Evendale (2007)
Tennessee, Covington (2007)
California, Vista (2007)
California, Costa Mesa (2007)
Idaho, Rathdrum (2008)
Idaho, Rathdrum (2008)
Missouri, Saint Louis (2008)
California, San Fernando (2008)
England, Stanley (2008)
California, Fortuna (2008)
England, North Featherstone (2008)
California, Los Angeles (2008)
South Australia, Tailem Bend (2008)
Florida, Palm Coast (2008)
Illinois, Galesburg (2008)
Illinois, Galesburg (2008)
Wales, Cardiff (2008)
Arizona, Tucson (2008)
Colorado, Grand Junction (2008)
Pennsylvania, St. Clair (2008)
Missouri, Lee's Summit (2008)
Missouri, Saint Francois (2008)
Pennsylvania, Bloomsburg (2008)
Texas, South Padre Island (2008)
Washington, Seattle (2009)
Ontario, Toronto (2009)
England, Thame (2009)
Texas, Kingwood (2009)
California, Compton (2009)
Texas, Bastrop (2009)
Washington, Renton (2009)
England, Langstone (2009)
Missouri, Butler (2010)
Pennsylvania, East Petersburg (2010)
California, Yorba Linda (2010)
New York, Town of Cicero (2010)
Pennsylvania, Apollo (2010)
Virginia, Virginia Beach (2010)
Colorado, Fountain (2010)
Nevada, Reno (2010)
Florida, Palm Bay (2010)
Florida, Palm Bay (2010)
Florida, Palm Bay (2010)
Connecticut, Shailerville (2010)
Amman, Marka Sub-District (2010)
Florida, Marco Island (2010)
Oregon, Portland (2011)
Kentucky, Florence (2011)
Ontario, Brantford (2011)
Alabama, Addison (2011)
Colorado, Parker (2011)
Oregon, Salem (2011)
Oregon, Canby (2011)
Oregon, Tillamook (2011)
Minnesota, Maple Grove (2011)
England, Bloxwich (2011)
Michigan, Grand Rapids (2011)
North Dakota, Ward County (2011)
Florida, Delray Beach (2011)
Virginia, Richmond (2012)
Illinois, Richmond (2012)
Vermont, Waterbury (2012)
Massachusetts, Sturbridge (2012)
North Carolina, Waves (2012)
New Hampshire, Epsom (2012)
North Carolina, Waves (2012)
Wisconsin, Oregon (2012)
California, San Diego (2012)
Minnesota, Minneapolis (2012)
New York, Kingston (2012)
New York, Mallory (2012)
Montana, Moccasin (2012)
New Hampshire, Mill Hollow (2012)
Pennsylvania, Sharpsville (2012)
Florida, Palm Beach (2012)
New York, Ithaca (2012)
Montana, Valentine (2012)
New York, Ithaca (2012)
Macedonia and Thrace, Pigadia (2012)
Pennsylvania, Chester County (2012)
Connecticut, Oakville (2012)
North Carolina, Waves (2012)
New York, Aquebogue (2012)
New York, City of Lockport (2012)
California, San Diego (2012)
Wales, Burry Port (2012)
California, Sonoma (2012)
Minnesota, Hastings (2012)
England, Alfreton CP (2012)
England, Kellamergh (2012)
England, Two Dales (2012)
County Wicklow, Blessington (2012)
Wales, Llanddarog (2012)
County Meath, County Meath (2012)
Scotland, Glasgow (2012)
England, Newcastle upon Tyne (2012)
Wales, Pwllheli (2012)
Wales, Redberth (2012)
California, Ridgecrest (2012)
England, Wolverhampton (2012)
England, Two Dales (2012)
Massachusetts, Somerville (2013)
Unknown, Kuala Lumpur (2013)
North Carolina, Ripple City (2013)
Texas, Grand Prairie (2013)
Tennessee, Milan (2013)
Virginia, Manassas (2013)
New Mexico, Albuquerque (2013)
Indiana, Bedford (2013)
New Mexico, Rio Rancho (2013)
New Mexico, Albuquerque (2013)
Iowa, Pleasant Valley Township (2013)
New Mexico, Santa Fe (2013)
Arizona, San Tan Valley (2013)
Arizona, Chandler (2013)
Florida, Palm Beach County (2013)
Wisconsin, Racine (2013)
Kansas, Wichita (2013)
Michigan, Marine City (2013)
Florida, Miami (2013)
Ohio, Medina (2013)
Florida, Plantation Gardens (2013)
Manitoba, Winnipeg (2013)
Ohio, Celina (2013)
Texas, Childress (2013)
Wisconsin, Lind (2013)
Ohio, Powell (2013)
Ohio, Columbus (2013)
Oklahoma, Lawton (2013)
Wisconsin, Waterford (2013)
Alaska, Anchorage (2013)
South Dakota, Rapid City (2013)
Iowa, Des Moines (2013)
Texas, San Antonio (2013)
Texas, Grand Prairie (2013)
Ontario, Schumacher (2013)
Ohio, Delta (2013)
Virginia, Chesterfield County (2013)
California, Tulare (2013)
New Jersey, Verona (2013)
Minnesota, Hillside Terrace Mobil Home Park (1976)
Kansas, Leavenworth (1978)
Ontario, Meaford (1983)
Iowa, Osage (1984)
São Paulo, São Paulo (1984)
Ontario, Ajax (1989)
Texas, Dallas (1990)
California, Morgan Hill (1991)
New York, New York (1995)
New Jersey, Wanaque (1996)
Michigan, Pointe aux Chenes (1997)
Oregon, Portland (1997)
Wyoming, Cheyenne (1998)
Ontario, Hamilton (1998)
Illinois, Galesburg (1998)
Illinois, Schaumburg (1998)
Alaska, Juneau (1998)
Oregon, Portland (1998)
Prince Edward Island, Victoria (1999)
Missouri, Saint Louis (1999)
California, Los Angeles (1999)
Texas, Dallas (1999)
Oregon, Gold Beach (1999)
Louisiana, Storyville (1999)
British Columbia, Township of Langley (1999)
Washington, Vancouver (1999)
Illinois, Oak Run (1999)
Michigan, Central Lake (1999)
Alaska, Seward (1999)
Alaska, Seward (1999)
Indiana, Tipton County (2000)
California, La Jolla (2000)
Washington, Seattle (2000)
Arizona, Tempe (2000)
Ohio, Hebron (2000)
Washington, Seattle (2000)
Utah, Orem (2000)
Oklahoma, Miami (2000)
Texas, Houston (2001)
Indiana, Bloomington (2001)
Texas, Fort Worth (2001)
New York, Lynbrook (2001)
Florida, Hialeah Trailer Park (2001)
Florida, Miami-Dade County (2001)
Florida, Carol City (2001)
Ontario, Thunder Bay (2001)
California, Santa Rosa (2001)
Minnesota, Owatonna (2002)
California, San Bernardino (2002)
England, Peterborough (2002)
California, Lodi (2002)
Washington, Spokane (2002)
Colorado, Boulder (2002)
Illinois, Chicago (2002)
Aqaba, Aqaba (2003)
Washington, Edmonds (2003)
Oregon, Hillsboro (2003)
Colorado, Lyons (2003)
Jalisco, Ajijic (2003)
Washington, University Place (2003)
North District, Nahariah (2003)
British Columbia, Houston (2003)
South Australia, Adelaide (2004)
California, Mariposa County (2004)
Minnesota, Saint Paul (2004)
British Columbia, North Vancouver (2004)
Washington, Kirkland (2004)
Florida, Fort Lauderdale (2004)
Washington, Kirkland (2004)
Manitoba, Gimli (2004)
South Dakota, Sisseton (2004)
Louisiana, Storyville (2005)
Washington, Issaquah (2005)
Alaska, Unorganized Borough (2005)
Virginia, Lynchburg (2005)
California, Willow Creek (2005)
Michigan, Shelby (2005)
England, Beeby (2005)
Kentucky, Louisville (2005)
Texas, Temple (2005)
Maryland, Baltimore (2005)
North Carolina, Gastonia (2005)
Wisconsin, Milwaukee (2005)
Ohio, Brady Estates Historic District (2005)
Washington, Tacoma (2005)
Washington, Arlington (2005)
Minnesota, Minneapolis (2005)
New Hampshire, Tilton (2005)
Oregon, Salem (2005)
Pennsylvania, Bolivar (2005)
California, Fresno (2005)
Pennsylvania, Chester (2005)
Stockholm County, Stockholm (2005)
Michigan, Carney (2005)
Ohio, Lisbon (2005)
New York, Village of Orchard Park (2006)
Michigan, Shelby Charter Township (2006)
Colorado, Craig (2006)
Texas, Houston (2006)
Colorado, Falcon (2006)
Texas, Huffman (2006)
California, Santa Monica (2006)
British Columbia, Cranbrook (2006)
Alberta, Calgary (2006)
Queensland, Brisbane City (2006)
Florida, Gulf Breeze (2006)
California, San Leandro (2006)
Michigan, Traverse City (2006)
California, Orange (2006)
Nevada, Gerlach (2006)
Ontario, London (2006)
Texas, San Antonio (2006)
Michigan, Traverse City (2006)
England, Bristol (2006)
New York, Lark Street (2006)
Texas, Luling (2006)
Michigan, Shelby Charter Township (2006)
Missouri, Fenton (2007)
Maryland, Fort Washington Estates (2007)
Florida, Yeehaw Junction (2007)
California, Moreno Valley (2007)
Pennsylvania, Chester (2007)
Colorado, Loveland (2007)
Ohio, Doylestown (2007)
Kentucky, Louisville (2007)
Michigan, South Haven (2007)
Pennsylvania, Langhorne (2007)
Arizona, Overgaard (2007)
Arizona, Winslow (2007)
California, Modesto (2007)
Ohio, Norwood (2007)
Washington, Trout Lake (2007)
Indiana, Indianapolis (2007)
California, Novato (2007)
Wyoming, Casper (2007)
Michigan, Gwinn (2007)
North Carolina, Charlotte (2007)
Pennsylvania, Ellwood City (2008)
Michigan, Nunica (2008)
New York, Vestal (2008)
New York, Buffalo (2008)
Pennsylvania, Lewisburg (2008)
Pennsylvania, Woodland (2008)
Arizona, Mesa (2008)
New York, Potsdam (2008)
South Carolina, Surfside Beach (2008)
Tennessee, Bedford County (2008)
South Carolina, Ingram Beach (2008)
Maryland, Ocean City (2008)
Washington, Pasco (2008)
Tennessee, Antioch (2009)
Iowa, Cedar Rapids (2009)
Colorado, Fruita (2009)
Connecticut, Norwalk (2009)
New York, Skaneateles (2009)
California, Healdsburg (2009)
Indiana, Westfield (2009)
North Carolina, Charlotte (2009)
South Carolina, Rock Hill (2009)
Missouri, Butler (2009)
Oregon, Springfield (2009)
Manitoba, Winnipeg (2009)
England, Manchester (2009)
Colorado, Grand Junction (2009)
Louisiana, Zachary (2009)
Iowa, Keokuk (2009)
Illinois, Aurora (2009)
California, Los Angeles (2009)
Ontario, Cambridge (2010)
Pennsylvania, Media (2010)
Tennessee, Nashville (2010)
South Dakota, Pierre (2010)
South Dakota, Pierre (2010)
California, Orange (2010)
Prince Edward Island, Cornwall (2010)
Washington, Tumwater (2010)
Colorado, Boulder (2010)
California, Covina (2010)
Michigan, Saint Clair County (2010)
Utah, Bountiful (2010)
Illinois, Oak Lawn (2010)
Newfoundland and Labrador, Codroy Valley (2010)
California, Merced (2011)
California, Sacramento (2011)
Missouri, Pineville (2011)
Vermont, Brattleboro (2011)
New York, Syracuse (2011)
Massachusetts, New Bedford (2011)
Florida, Bryceville (2011)
Wisconsin, Waupaca (2011)
Iowa, Des Moines (2011)
Arkansas, Bentonville (2011)
Texas, Lubbock (2011)
West Virginia, Schilling Addition (2011)
Utah, Salt Lake City (2011)
Texas, San Antonio (2011)
Washington, Matlock (2011)
Illinois, Batavia (2011)
Wisconsin, Elkhorn (2011)
Colorado, Colorado Springs (2012)
Connecticut, East Hartford (2012)
Illinois, Chicago (2012)
New Hampshire, Milton (2012)
Jalisco, Puerto Vallarta (2012)
Nebraska, North Platte (2012)
New Jersey, Lindenau (2012)
Illinois, Huntley (2012)
Texas, Houston (2012)
Virginia, Abingdon (2012)
Connecticut, New Haven (2012)
Texas, Caldwell (2012)
Colorado, Lakewood (2012)
Maine, Machias (2012)
New Jersey, Clifton (2012)
Maine, Waterville (2012)
New Hampshire, Berlin (2012)
Indiana, Crown Point (2012)
New Hampshire, Hampton (2012)
Ontario, London (2012)
Wisconsin, Elkhorn (2012)
New Hampshire, Lancaster (2012)
Ontario, London (2012)
South Carolina, Pelion (2012)
Pennsylvania, Trout Creek (2012)
Ontario, St. Catharines (2012)
Connecticut, Milford (2012)
Florida, Cape Coral (2012)
Manitoba, Winnipeg (2012)
Ontario, London (2012)
Connecticut, Watertown (2012)
Florida, Fort Myers (2012)
New York, Jefferson County (2012)
British Columbia, Surrey (2012)
Washington, Seattle (2012)
Ohio, Dayton (2012)
Ohio, Mentor (2012)
Pennsylvania, Verona (2012)
California, San Jose (2012)
West Virginia, Milton (2013)
Maryland, Greenbelt (2013)
Florida, Loxahatchee Groves (2013)
Arizona, Peoria (2013)
Washington, SeaTac (2013)
Arizona, Mesa (2013)
Arizona, Mesa (2013)
Arizona, Maricopa (2013)
Arizona, San Tan Valley (2013)
Arizona, Queen Creek (2013)
Arizona, Goodyear (2013)
Massachusetts, Oakdale (2013)
Arizona, Maricopa County (2013)
Ohio, Keno (2013)
Texas, Gist (2013)
South Australia, Adelaide (2013)
Oregon, Lincoln City (2013)
Oregon, Lincoln City (2013)
Virginia, Chesterfield (2013)
Washington, Everett (2013)
New Mexico, Albuquerque (1967)
Florida, Homestead (1970)
Ontario, Whitby (1970)
New York, New York (1970)
South Dakota, Philip (1973)
Missouri, Cape Girardeau (1973)
California, Jamul (1974)
Virginia, Hazel Hill (1986)
Illinois, Champaign (1990)
Arizona, Safford (1995)
Oregon, Portland (1995)
Mississippi, Meridian (1995)
Ontario, Brantford (1995)
Louisiana, Lake Charles (1995)
Colorado, Denver (1996)
Florida, Pensacola (1996)
Missouri, Saint Louis (1997)
Michigan, Palo (1997)
Maryland, Solomons (1997)
Texas, Austin (1998)
Alaska, Big Lake (1998)
Colorado, Colorado Springs (1998)
Rhode Island, Portsmouth (1998)
California, Midland Grove (1998)
Oregon, Eugene (1998)
Pennsylvania, Doylestown (1998)
Wisconsin, New Berlin (1998)
New Mexico, Forest Park (1998)
British Columbia, Courtenay (1998)
South Carolina, Ladson (1998)
Virginia, Manassas (1999)
Unknown, Nanjingdonglu Subdistrict (1999)
Ohio, Wharton (1999)
Minnesota, Maple Grove (1999)
Ohio, Defiance (2000)
Michigan, Stanton (2000)
Kentucky, Louisville (2000)
California, Yucca Valley (2000)
New Jersey, Cinnaminson (2000)
Maryland, Camp Springs (2000)
England, Brougham (2000)
Arizona, Flagstaff (2000)
Washington, Tacoma (2000)
Florida, Bradenton (2000)
Connecticut, Simsbury (2000)
Colorado, Douglas County (2001)
Colorado, Douglas County (2001)
Tennessee, Murfreesboro (2001)
Saskatchewan, Saskatoon (2001)
Colorado, Douglas County (2001)
Colorado, Pueblo (2001)
Colorado, Douglas County (2001)
New Hampshire, Lincoln (2001)
Colorado, Douglas County (2001)
Wisconsin, Chippewa Falls (2001)
Central, Singapore (2001)
Colorado, Livermore (2001)
Nevada, Topaz Lake (2001)
Nordland, Mosjøen (2001)
Tennessee, Germantown (2002)
Mississippi, Lake Center (2002)
Central Denmark Region, Aarhus (2003)
Occitania, Mercuès (2003)
New York, Lake George Village (2003)
Georgia, Garden City (2003)
Washington, Spokane (2003)
Illinois, Gilberts (2003)
Washington, Arlington (2003)
Oregon, Portland (2003)
Ontario, Ballinafad (2003)
Arkansas, Booneville (2003)
Maine, Auburn (2003)
Oklahoma, Cameron (2003)
Missouri, Columbia (2003)
Arkansas, Fort Smith (2003)
Arizona, Phoenix (2003)
Queensland, Mackay (2004)
Kentucky, Milton (2004)
California, Novato (2004)
Wisconsin, Village of Plover (2004)
California, Hollister (2004)
Ohio, Willowick (2004)
California, Petaluma (2004)
Ohio, Mason (2004)
Texas, Memphis (2004)
California, Los Angeles (2004)
California, Los Angeles (2004)
Arizona, Phoenix (2004)
Wisconsin, Coloma (2004)
California, Clearwater (2004)
Idaho, Marsing (2004)
Indiana, Indianapolis (2004)
Iowa, Columbus Junction (2004)
Ohio, Brook Park (2004)
Texas, Conroe (2005)
Texas, College Station (2005)
California, Brentwood (2005)
Washington, Cove (2005)
California, Bakersfield (2005)
Illinois, Country Club Hills (2005)
California, Ramona (2005)
California, Los Angeles (2005)
California, Corona (2005)
California, Los Angeles (2005)
California, Simi Valley (2005)
Arizona, Tres Rios (2005)
Arizona, Chandler (2005)
Arizona, Cornville (2005)
California, Laguna Hills (2005)
Arizona, Peoria (2005)
California, Pleasanton (2005)
California, Midland Grove (2005)
California, Riverside (2005)
California, Imperial County (2005)
California, San Diego (2005)
Arizona, Surprise (2005)
Arizona, Tucson (2005)
California, Yorba Linda (2005)
California, Yorba Linda (2005)
Arizona, Phoenix (2005)
Bács-Kiskun, Baja (2005)
California, San Diego (2005)
New Mexico, Silver City (2005)
New Mexico, Silver City (2005)
Nevada, Spring Valley (2005)
Colorado, Rifle (2005)
Virginia, Saltville (2005)
New Hampshire, Randolph (2005)
New Jersey, Seaside Park (2005)
Texas, Amarillo (2006)
Central Kalimantan, Unknown (2006)
California, Madera (2006)
New York, New York (2006)
British Columbia, Lake Country (2006)
Cortés, San Pedro Sula (2006)
New York, Hope (2006)
New Jersey, Brick Township (2006)
Florida, Lakeland (2006)
Florida, Estero (2006)
Massachusetts, North Attleborough (2006)
California, Riverside County (2006)
Colorado, Louisville (2006)
Massachusetts, Peabody (2006)
Texas, Bay City (2006)
California, Los Angeles (2007)
Illinois, Funks Grove (2007)
Washington, Lynden (2007)
Michigan, Lawton (2007)
Alberta, Mountain View County (2007)
Georgia, Martin (2007)
Victoria, Melbourne (2007)
Maryland, Hagerstown (2007)
Arizona, Naco (2007)
Georgia, Lithia Springs (2007)
New Hampshire, Franconia (2007)
New Hampshire, Lincoln (2007)
Florida, Fort Walton Beach (2007)
New Mexico, La Mesilla (2007)
Colorado, San Pablo (2007)
Colorado, San Acacio (2007)
England, Low Utley (2007)
Ohio, Toledo (2007)
Georgia, Ambrose (2007)
Florida, Yankeetown (2007)
Missouri, Columbia (2007)
Michigan, DeWitt (2007)
Ohio, Cleveland (2007)
Oregon, Lebanon (2007)
England, Manchester (2007)
California, Los Angeles (2007)
New Jersey, Wildwood Gables (2007)
Florida, Bradenton (2008)
Washington, Port Ludlow (2008)
New South Wales, Sydney (2008)
Pennsylvania, Lebanon (2008)
Oregon, Springfield (2008)
Illinois, Springfield (2008)
New York, Lee Center (2008)
North Carolina, Craven Terrace (2008)
Oregon, Corvallis (2008)
Scotland, Carrington (2008)
Oregon, Lincoln City (2008)
California, Sacramento (2008)
Ontario, Barrie (2008)
Georgia, Atlanta (2008)
Vermont, Island Pond (2009)
North Carolina, Charlotte (2009)
Tennessee, Jackson (2009)
Texas, Benbrook (2009)
Nova Scotia, Halifax (2009)
Ohio, Fairfield (2009)
Ontario, (Old) Ottawa (2009)
California, Big Bear City (2009)
Kentucky, Eddyville (2010)
Illinois, Lakewood (2010)
North Carolina, Wilmington (2010)
Mississippi, Olive Branch (2010)
Michigan, Center Line (2010)
Manitoba, Thompson (2010)
California, Santa Monica (2010)
California, Los Angeles (2010)
Oregon, Depoe Bay (2010)
Unknown, Unknown (2010)
Oregon, Cornelius (2010)
North Carolina, Eure (2010)
California, Los Angeles (2010)
Kentucky, Russell Springs (2011)
Pennsylvania, Harleysville (2011)
California, Costa Mesa (2011)
Michigan, Shelby Charter Township (2011)
Arizona, Tempe (2011)
California, Vista (2011)
Oregon, Mulino (2011)
Ontario, Norwood (2012)
Wyoming, Gillette (2012)
South Carolina, Kanawha Hills (2012)
California, Los Angeles (2012)
Nebraska, Omaha (2012)
New Mexico, Espanola (2012)
New Mexico, Hobbs (2012)
California, San Diego (2012)
Pennsylvania, Fredericksburg (2012)
New Mexico, Santa Fe (2012)
California, Oakland (2012)
New Mexico, Albuquerque (2012)
Gauteng, Johannesburg (2012)
New Mexico, Bernalillo (2012)
Wisconsin, Hudson (2012)
Arizona, Mesa (2012)
New Mexico, Santa Fe (2012)
California, Petaluma (2012)
Illinois, Danville (2012)
Washington, Coupeville (2012)
Arizona, Sedona (2012)
Michigan, Brighton (2012)
Hawke's Bay, Napier (2012)
California, Lathrop (2012)
Ohio, Dublin (2012)
Ohio, Newark (2012)
Ohio, Youngstown (2012)
Alabama, Hoover (2012)
Ontario, Hamilton (2012)
Oregon, Tillamook County (2012)
Missouri, Saint Louis (2012)
West Virginia, Point Pleasant Boat Launch (2012)
North Carolina, Carolina Beach (2012)
Wisconsin, Janesville (2013)
Pennsylvania, Lititz (2013)
Minnesota, Sandstone (2013)
Massachusetts, Amherst (2013)
Pennsylvania, Easton (2013)
North Carolina, Gastonia (2013)
New Mexico, Albuquerque (2013)
New Mexico, Rio Rancho (2013)
Oklahoma, Norman (2013)
New Hampshire, Kingston (2013)
Rhode Island, Kent County (2013)
New Mexico, Albuquerque (2013)
Maine, Gorham (2013)
New Hampshire, Canterbury (2013)
Maine, Auburn (2013)
Maine, Wayne (2013)
Massachusetts, Plymouth (2013)
New Hampshire, Salem (2013)
Massachusetts, Hamilton (2013)
Ontario, Arnstein (2013)
Kentucky, Belfry (2013)
Illinois, Chicago (2013)
Georgia, Lilburn (2013)
Massachusetts, Yarmouth Port (2013)
California, Sacramento (2013)
California, Sacramento (2013)
Ohio, Crestline (2013)
Indiana, Redkey (2013)
Illinois, Bloomington (2013)
Wisconsin, Jackson (2013)
Illinois, Bloomington (2013)
California, Healdsburg (2013)
Maine, Bar Harbor (2013)
South Carolina, Columbia (2013)
New Jersey, New Brunswick (2013)
Maryland, Rockville (2013)
California, Sacramento County (2013)
New York, East Islip (2013)
Washington, Kennewick (1965)
British Columbia, Burnaby (1968)
Connecticut, Weston (1975)
England, Hinton Blewett (1984)
California, Westwood (1991)
Alabama, Wetumpka (1992)
Connecticut, Trumbull (1993)
Region of Crete, Plaka (1995)
Utah, Delta (1995)
Louisiana, Thibodaux (1995)
Iowa, Denison (1997)
Vermont, Hyde Park (1997)
New York, Rhinebeck (1997)
New York, Brewster (1997)
Wisconsin, Plymouth (1998)
Washington, Bellevue (1998)
California, Los Angeles (1998)
New York, The Stockade (1998)
Virginia, Bedford (1998)
Texas, Anson (1998)
Massachusetts, Westborough (1998)
Oregon, Portland (1998)
Oregon, Salem (1998)
California, Los Angeles (1998)
Texas, Austin (1998)
Washington, Everett (1998)
Texas, Houston (1998)
Oregon, Winston (1998)
Oregon, Winston (1998)
Washington, Enumclaw (1998)
Washington, Bayview (1998)
Washington, Bothell (1998)
Washington, Bothell (1998)
Washington, Poulsbo (1998)
Arizona, Scottsdale (1998)
Washington, Seattle (1998)
British Columbia, Surrey (1998)
Washington, Tacoma (1998)
Washington, Vancouver (1998)
Prince Edward Island, Victoria (1998)
Washington, Everett (1998)
Washington, Kent (1998)
California, Midland Grove (1998)
Washington, Renton (1998)
California, Browns Valley (1998)
Texas, Houston (1998)
California, Castaic (1998)
Washington, Puyallup (1998)
Washington, Bellevue (1998)
Washington, Mukilteo (1998)
New York, Rochester (1998)
Michigan, Lenawee County (1998)
California, San Diego County (1998)
California, Los Angeles (1998)
Delaware, Millsboro (1999)
England, Sunderland (1999)
Quebec, Dorval (1999)
Montana, Whitefish (1999)
Arizona, Glendale (2000)
California, Fremont (2000)
Ontario, Simcoe (2000)
Washington, Auburn (2000)
British Columbia, Northern Rockies Regional Municipality (2000)
Minnesota, Rosemount (2000)
Utah, Edgemont (2000)
California, Riverside (2001)
Georgia, Snellville (2001)
Washington, Bothell (2001)
Washington, Bothell (2001)
Washington, Bothell (2001)
Texas, Junction (2001)
Nordland, Mosjøen (2001)
England, City of London (2002)
Idaho, Idaho City (2002)
England, Overtown (2002)
Texas, Round Rock (2002)
Arkansas, Fayetteville (2002)
Texas, Arlington (2002)
Missouri, Springfield (2002)
Kentucky, Lebanon Junction (2002)
California, Long Beach (2002)
Nova Scotia, Bridgewater (2002)
Vermont, Mill Village (2002)
Ohio, Westerville (2002)
Colorado, Fort Collins (2003)
Colorado, Fort Collins (2003)
Texas, Sherman (2003)
Oregon, Portland (2003)
California, Palo Alto (2003)
Florida, Palm Beach County (2003)
California, Sonoma (2003)
Oregon, Portland (2003)
California, Morgan Hill (2003)
England, Basingstoke (2003)
Missouri, Boss (2003)
Illinois, Grafton (2003)
Missouri, Cuba (2003)
Texas, San Antonio (2003)
West Virginia, Washington (2003)
England, Royton (2003)
Indiana, Sunset Parkway (2003)
Arkansas, Success (2003)
Minnesota, Breckenridge (2003)
California, Felton (2004)
Arizona, Bowie (2004)
Massachusetts, Yarmouth Port (2004)
New Jersey, Jackson Township (2004)
England, Durham (2004)
Arizona, Phoenix (2004)
Ontario, Beamsville (2004)
Idaho, Twin Falls (2004)
Ontario, Welland (2005)
West Virginia, Beckley (2005)
Texas, Gist (2005)
New Hampshire, Upper Village (2005)
Georgia, Stonecrest (2005)
Florida, Chipley (2005)
British Columbia, Vancouver (2005)
California, Mount Shasta (2006)
Arizona, Chandler (2006)
California, Los Angeles (2006)
Kentucky, Louisa (2006)
Washington, Island County (2006)
Manitoba, Winnipeg (2006)
Utah, Lehi (2006)
Minnesota, Palisade (2006)
Mississippi, Vancleave (2006)
California, Lancaster (2006)
Pennsylvania, Denver (2007)
Georgia, Dacula (2007)
Ontario, Fort Erie (2007)
Ontario, Mildmay (2007)
Florida, Clermont (2007)
South Carolina, Myrtle Beach (2007)
Wales, Chirk (2007)
Connecticut, Stratford (2007)
Illinois, Zion (2007)
Georgia, Ringgold (2007)
California, San Francisco (2008)
California, South San Francisco (2008)
Washington, San Juan County (2008)
Wisconsin, Village of Plover (2008)
British Columbia, Quesnel (2008)
Pennsylvania, Saylorsburg (2008)
Nevada, Las Vegas (2008)
Minnesota, Minneapolis (2008)
New Hampshire, Berlin (2008)
Florida, Boynton Beach (2008)
New York, Suffolk County (2008)
District of Columbia, Washington (2008)
Michigan, Bloomfield (2008)
Michigan, Lake Orion (2008)
Idaho, Meridian (2009)
Arizona, Prescott (2009)
Wyoming, Cheyenne (2009)
Kansas, Olathe (2009)
Florida, Bradenton (2009)
California, Davis (2009)
Mississippi, Flowood (2009)
Illinois, Aurora (2009)
California, San Diego (2009)
Missouri, Butler (2009)
Ontario, Chapleau (2009)
California, Salida (2009)
Tennessee, N C Love Addition (2009)
California, Lancaster (2009)
Texas, Fannett (2010)
Arizona, Tumacacori (2010)
Nova Scotia, Dartmouth (2010)
Florida, Cocoa (2011)
Oklahoma, Oklahoma City (2011)
Florida, Miami (2011)
Michigan, Grand Rapids (2011)
Tennessee, Munford (2011)
Texas, Lubbock (2011)
Georgia, Waynesboro (2011)
Michigan, Saline (2011)
New York, Island Park (2011)
Oregon, Happy Valley (2011)
Florida, Miami (2011)
Minnesota, Twin Pine Mobile Home Park (2011)
Pennsylvania, Mechanicsburg (2011)
Florida, Indian Rocks Beach (2011)
Florida, Indialantic (2012)
Maryland, Ocean City (2012)
Illinois, Broadview (2012)
Connecticut, Madison (2012)
Texas, Denton (2012)
Colorado, Colorado Springs (2012)
Alaska, Savoonga (2012)
Michigan, Flint (2012)
New Jersey, Laurence Harbor (2012)
Pennsylvania, Langhorne (2012)
Pennsylvania, Langhorne (2012)
Illinois, Brookfield (2012)
Wisconsin, Fond du Lac (2012)
Washington, Tacoma (2012)
Georgia, Trion (2012)
KwaZulu-Natal, Umbogintwini (2012)
Georgia, Atlanta (2012)
Illinois, La Grange Park (2012)
Pennsylvania, Erie (2012)
Florida, Tampa (2012)
Florida, Miami (2012)
Oklahoma, Owasso (2012)
Pennsylvania, Philadelphia (2012)
Vermont, Tunbridge (2012)
Wisconsin, Hartland (2012)
California, San Jose (2012)
California, Riverbank (2012)
Indiana, Westfield (2012)
Ohio, Columbus (2012)
Iowa, Waterloo (2013)
Illinois, Alden (2013)
South Carolina, Conway (2013)
Pennsylvania, Dillsburg (2013)
Ohio, Montgomery (2013)
Colorado, Denver (2013)
Ohio, Morgan Place (2013)
Ohio, Bridgeport (2013)
California, Prunedale (2013)
Arizona, Phoenix (2013)
Ohio, Hilliard (2013)
Virginia, Virginia Beach (2013)
Colorado, Lakewood (2013)
Illinois, South Elgin (2013)
New Mexico, Las Cruces (2013)
Texas, Sachse (2013)
Oklahoma, Muskogee (2013)
Colorado, Denver (2013)
Utah, Vernal (2013)
Colorado, Denver (2013)
Kentucky, Millersburg (2013)
Florida, Delray Beach (2013)
Connecticut, South Windsor (2013)
Utah, West Valley City (2013)
Nevada, Las Vegas (2013)
Ohio, Defiance (2013)
Indiana, Coatesville (2013)
England, Worthing (1971)
Georgia, Chippewa Terrace (1980)
Ontario, Burlington (1994)
Washington, San Juan County (1994)
Florida, Kissimmee (1995)
Idaho, Boise (1995)
Oregon, Scappoose (1995)
Washington, Maple Valley (1995)
Saskatchewan, Northern Saskatchewan Administration District (1996)
Michigan, Muskegon (1997)
Texas, Huffman (1997)
Wyoming, Sheridan (1998)
Ohio, Bowling Green (1998)
Pennsylvania, Hillside Village (1998)
British Columbia, Vancouver (1998)
California, Huntington Beach (1998)
California, Modesto (1998)
New York, New York (1998)
Alaska, Highland Park (1998)
Montana, Wyola (1998)
California, Chico (1999)
Pennsylvania, Philadelphia (1999)
New York, New York (1999)
Michigan, Troy (1999)
Texas, Euless (1999)
England, Beaconsfield (1999)
California, Lower Lake (1999)
Arizona, Tres Rios (2000)
Colorado, Victor (2000)
Washington, Everett (2000)
Florida, Palm Beach (2000)
Iowa, Ames (2000)
New Jersey, Somerset County (2000)
England, Oldbury (2001)
Illinois, Decatur (2002)
Ohio, Mason (2002)
Wisconsin, Sheboygan Falls (2002)
Texas, New Palm Colonia (2002)
Nebraska, Wayne (2002)
Tennessee, Nashville (2003)
New York, New York (2003)
New York, New York (2003)
New York, Potsdam (2003)
North Carolina, Charlotte (2003)
Colorado, Colorado Springs (2003)
Michigan, Ann Arbor (2003)
Ohio, South Point (2003)
New York, Floral Park (2003)
Florida, Pensacola (2003)
Florida, Fort Lauderdale (2003)
New Jersey, Hoboken (2003)
New York, Fort Edward (2003)
New York, Fort Edward (2003)
Michigan, Lake Orion (2003)
Utah, Tooele (2003)
Oregon, Portland (2003)
England, Dunstable (2004)
North Carolina, Charlotte (2004)
England, Fosse Gate (2004)
Florida, Saint Augustine (2004)
Pennsylvania, Strattanville (2004)
Illinois, Libertyville (2004)
Colorado, Trinidad (2005)
Connecticut, Stratford (2005)
Iowa, Fort Madison (2005)
Texas, Noack (2005)
Michigan, Grand Rapids (2005)
Illinois, Chicago (2005)
Oklahoma, Durant (2005)
California, Norwalk (2005)
California, Red Bluff (2005)
Illinois, Chicago Heights (2005)
Manitoba, Winnipeg (2005)
Colorado, Colorado Springs (2005)
Florida, Carver Heights (2005)
Washington, Wenatchee (2006)
California, Yreka (2006)
Quebec, Montreal (2006)
England, Leeds (2006)
England, Manchester (2006)
Texas, Georgetown (2006)
Pennsylvania, Schwenksville (2007)
Indiana, Gary (2007)
New Mexico, Los Alamos (2007)
California, Corona (2007)
Wisconsin, Marshall (2007)
Pennsylvania, Guthriesville (2007)
England, Newcastle upon Tyne (2007)
Unknown, Nanjingdonglu Subdistrict (2007)
Oregon, Salem (2007)
Florida, Punta Gorda Isles (2007)
Kentucky, Pewee Valley (2008)
Arizona, Tucson (2008)
Pennsylvania, Bloomsburg (2008)
Unknown, Fujieda (2008)
Missouri, Kennett (2008)
Missouri, Bosky Dell (2008)
Oklahoma, Duncan (2008)
Ohio, Strongsville (2008)
California, San Jacinto (2008)
Florida, Jacksonville (2008)
California, Temecula (2008)
New Hampshire, Cambridge (2009)
Georgia, Kennesaw (2009)
Georgia, Marietta (2009)
Arizona, Phoenix (2009)
Washington, Tacoma (2009)
Georgia, Hamilton (2009)
Georgia, Hamilton (2009)
Michigan, Eaton Rapids (2009)
Georgia, McDonough (2009)
Utah, Roy (2010)
Texas, Kennedale (2010)
Texas, El Paso (2010)
Nevada, Carver Park (2010)
Maine, Kennebunkport (2010)
Maine, Kennebunkport (2010)
Nevada, Nye County (2010)
California, Palmdale (2010)
California, Santa Monica (2010)
California, Loma Linda (2010)
Wisconsin, Town of Kimball (2011)
Florida, Pasco (2011)
Nevada, Las Vegas (2011)
Florida, Saint Augustine (2011)
Nevada, Las Vegas (2011)
Texas, Amarillo (2011)
Tennessee, Hillsdale (2011)
Ontario, Toronto (2011)
Michigan, Newaygo (2011)
Michigan, Wyandotte (2011)
Michigan, Wyandotte (2011)
Kansas, Lakin (2011)
Manitoba, Petersfield (2011)
California, Santa Barbara (2011)
Minnesota, Burnsville (2011)
Florida, Davenport (2011)
Connecticut, Stratford (2011)
New York, Fairport (2011)
South Carolina, Calhoun (2011)
Florida, Miami (2011)
North Carolina, Garner (2012)
Connecticut, Newent (2012)
Wales, Carmarthen (2012)
Maine, Wells (2012)
Maryland, Edgewater Beach (2012)
Washington, Seattle (2012)
Connecticut, Plainfield Village (2012)
England, Sefton (2012)
North Carolina, Cary (2012)
Massachusetts, Windsor (2012)
Florida, Naples (2012)
Nevada, Las Vegas (2013)
South Carolina, Andrews (2013)
New York, East Syracuse (2013)
Virginia, Virginia Beach (2013)
Ohio, Columbus (2013)
Maryland, Elk Neck (2013)
Oklahoma, Tulsa (2013)
Nebraska, South Sioux City (2013)
Pennsylvania, Townville (2013)
England, Warrington (2013)
Illinois, Mokena (2013)
Massachusetts, Turners Falls (2013)
Wisconsin, Town of Montrose (2013)
Indiana, Northcrest (2013)
South Carolina, Murrells Inlet (2013)
Virginia, Richmond (2013)
Alaska, Fairbanks (2013)
New Hampshire, Hudson (2013)
North Dakota, Hazen (2013)
Ohio, Columbus (2013)
Michigan, Rapid City (2013)
California, Los Banos (1966)
Ohio, Akron (1976)
Minnesota, Cottage Grove (1979)
Missouri, Blue Springs (1981)
Texas, Alvarado (1987)
England, Crumplehorn (1988)
South Carolina, Calhoun (1991)
California, Chino (1992)
Minnesota, Golden Valley (1992)
Florida, Hernando (1995)
Utah, Salt Lake City (1995)
Michigan, Flushing (1995)
Washington, Seattle (1995)
England, Oxford (1996)
Ontario, Toronto (1997)
Utah, Clearfield (1997)
Ontario, Toronto (1997)
Wisconsin, Milwaukee (1998)
Tennessee, Lauderdale Courts (1998)
New York, Fire Island Pines (1998)
California, Acampo (1998)
Washington, Monroe (1998)
Washington, Winton (1998)
Washington, Bellevue (1998)
New Mexico, Bosque Farms (1998)
Nova Scotia, Eskasoni 3 (1998)
California, San Diego (1998)
Ohio, Marysville (1998)
England, Wilberfoss (1999)
North Carolina, Franklin (1999)
Washington, Everett (1999)
Washington, Goldendale (1999)
Michigan, Ewen (1999)
Tennessee, Nashville (1999)
California, Riverside (1999)
New York, Duanesburg (1999)
Nevada, Las Vegas (1999)
Nevada, Las Vegas (1999)
Oregon, Lake Oswego (1999)
Illinois, Palatine (2000)
California, Glendale (2000)
New Mexico, Albuquerque (2000)
California, Fairfield (2000)
Hawaii, Maunaloa (2000)
Washington, Ronald (2000)
Arizona, Fountain Hills (2001)
California, Santa Barbara (2001)
British Columbia, Area B (Broman Lake/Sheraton) (2001)
Pennsylvania, Sunbury (2001)
South Carolina, Columbia (2001)
Missouri, Ash Grove (2001)
Indiana, Veedersburg (2001)
Alberta, Red Deer (2001)
Missouri, Fayette (2002)
Georgia, Kennesaw (2002)
California, Santa Rosa (2002)
Missouri, Lee's Summit (2002)
South Carolina, Clinton (2002)
Michigan, Flint (2002)
Florida, Orlando (2002)
Michigan, Saint Clair Shores (2002)
Kansas, Abilene (2003)
Quebec, Montreal (2003)
New Jersey, Cape May (2003)
Florida, Sarasota (2003)
Washington, Kennewick (2003)
Minnesota, Park Rapids (2003)
Washington, Bellingham (2003)
Florida, Ormond Beach (2003)
Nevada, Reno (2003)
Washington, Arlington (2003)
North Carolina, Charlotte (2003)
Indiana, Bicknell (2003)
Michigan, Traverse City (2003)
British Columbia, Vancouver (2003)
Alabama, Vann (2003)
Florida, Pensacola (2003)
Arkansas, Newport (2003)
California, San Jose (2003)
Texas, Houston (2003)
Massachusetts, Barnstable (2003)
England, Chester (2003)
New South Wales, Sydney (2003)
Wisconsin, Tess Corners (2004)
Colorado, Windsor (2004)
Michigan, Detroit (2004)
Illinois, Gibson City (2004)
Minnesota, Saint Louis Park (2004)
Ontario, Toronto (2004)
Illinois, Chicago (2004)
Washington, Bellevue (2004)
Illinois, Chicago (2004)
Indiana, Lizton (2004)
Washington, Winton (2004)
Quebec, Châteauguay (2005)
Louisiana, Shongaloo (2005)
New Jersey, Tangletown (2005)
Unknown, Shinjuku (2005)
England, Nottingham (2005)
Arizona, Prescott Valley (2005)
Hauts-de-France, Lannoy (2005)
Georgia, Grantville (2005)
Florida, Port St. Lucie (2005)
Montana, Marion (2006)
Louisiana, Jeanerette (2006)
Texas, Houston (2006)
England, Salisbury (2006)
California, Vista (2006)
New Hampshire, Dover (2006)
Washington, Port Angeles (2006)
Minnesota, Rogers (2006)
Arizona, Casa Grande (2006)
New York, Hartford (2006)
Scotland, Rutherglen (2006)
Illinois, Elgin (2006)
Oregon, Tualatin (2006)
Texas, Lake Dallas (2007)
California, El Cajon (2007)
Oregon, Damascus (2007)
Florida, Tampa (2007)
Vermont, Eden (2007)
Tennessee, Franklin (2007)
Maryland, Baltimore (2007)
Virginia, Marion (2007)
North Carolina, Wilmington (2007)
North Carolina, Hickory Creek Apartments (2007)
New York, New York (2007)
Connecticut, New Haven (2007)
Vermont, Rockville (2008)
Missouri, Warrensburg (2008)
Texas, Austin (2008)
Michigan, Clinton (2008)
Nebraska, Ainsworth (2008)
Indiana, Hartford City (2008)
Ohio, Williamsburg (2008)
Ohio, Bethel (2008)
Illinois, Roscoe (2008)
England, City of London (2008)
Vermont, Bradford (2008)
Nevada, Las Vegas (2008)
England, Shrewsbury (2008)
California, Fremont (2008)
Wales, Newport (2008)
Ohio, Bethel (2008)
Auvergne-Rhône-Alpes, Lyas (2008)
South Carolina, Columbia (2009)
Utah, Vernal (2009)
England, Borehamwood (2009)
Colorado, Guffey (2009)
Texas, Martindale (2009)
Arkansas, Fayetteville (2009)
Maine, Fryeburg (2009)
Iowa, Spencer (2009)
Arkansas, Alma (2009)
Rhode Island, Wakefield (2009)
Ontario, London (2009)
Colorado, Durango (2009)
California, Salinas (2010)
Texas, Houston (2010)
Iowa, Cedar Rapids (2010)
Massachusetts, North Attleborough (2010)
California, Fontana (2010)
California, Tehachapi (2010)
Pennsylvania, New Castle (2010)
North Carolina, Raleigh (2010)
Florida, Tampa (2010)
Connecticut, Brookfield (2010)
New Jersey, Chatham (2010)
Washington, Deer Park (2010)
California, Oceanside (2010)
England, Wolverhampton (2010)
Illinois, Grayslake (2010)
England, Royton (2010)
California, Thousand Oaks (2010)
California, San Clemente (2010)
California, Vandenberg AFB (2010)
California, Los Angeles (2010)
California, Manhattan Beach (2010)
Pennsylvania, New Castle (2010)
Pennsylvania, New Castle (2010)
Texas, Levelland (2010)
Massachusetts, Gray Gables (2010)
Ohio, Dayton (2011)
Arizona, Glendale (2011)
California, Westminster (2011)
Oregon, Portland (2011)
Arkansas, Marion (2011)
Minnesota, Marcell (2011)
Mississippi, Gulfport (2011)
Pennsylvania, Philadelphia (2011)
Colorado, Dolores (2011)
Illinois, Glenarm (2011)
Arkansas, Fort Smith (2011)
Vermont, Johnson (2011)
Oregon, Florence (2011)
Washington, Tenino (2011)
Massachusetts, Charlton (2011)
Pennsylvania, Scranton (2011)
Maine, Phillips (2011)
Arizona, Tres Rios (2011)
California, Huntington Park (2012)
Minnesota, Braham (2012)
Massachusetts, Lowell (2012)
Illinois, Chicago (2012)
Connecticut, East Hampton (2012)
California, Friant (2012)
Iowa, Fonda (2012)
New Jersey, Middlesex County (2012)
Oregon, Beaverton (2012)
Vermont, Rockville (2012)
Maryland, Stevensville (2012)
Alberta, Edmonton (2012)
California, Escondido (2012)
Virginia, Franklin (2012)
North Carolina, Avon (2012)
Connecticut, Norwich (2012)
North Carolina, Waves (2012)
Nebraska, South Sioux City (2013)
Montana, Murphys Trailer Court (2013)
Ontario, Beamsville (2013)
Ontario, Kingston (2013)
California, San Rafael (2013)
New York, Onativia (2013)
Ohio, Kinsman (2013)
Washington, Redmond (2013)
Kansas, Olathe (2013)
Ontario, Windsor (2013)
Minnesota, Blaine (2013)
California, Newport Beach (2013)
West Virginia, Fayetteville (2013)
Kentucky, Stone (2013)
British Columbia, Williams Lake (1977)
New York, Kaser (1979)
Texas, Austin (1985)
Texas, Breckenridge (1996)
Rhode Island, Kent County (1998)
Arizona, Phoenix (1998)
Iowa, Grand Mound (1998)
Wyoming, Rock Springs (1998)
New York, Mount Vernon (1998)
California, Pleasant Hill (1998)
California, Tehachapi (1998)
Colorado, Lochbuie (1998)
Colorado, Littleton (1998)
Georgia, Athens (1998)
California, San Jose (1998)
Washington, Steilacoom (1998)
California, Benton Crossing (1998)
British Columbia, Castlegar (1999)
Oregon, La Grande (1999)
Washington, Bellevue (1999)
Illinois, Calumet City (1999)
British Columbia, Surrey (1999)
Manitoba, Winnipeg (1999)
Ontario, Woodstock (2000)
Texas, Panther Creek (2000)
Minnesota, Jordan (2000)
California, Capistrano Beach (2000)
California, Palm Springs (2000)
California, Mission Viejo (2000)
Arizona, Tucson (2000)
Washington, Edmonds (2000)
Iowa, Ankeny (2000)
New York, New York (2001)
California, Whittier (2001)
New York, Thiells (2001)
California, Hayward (2001)
California, Fremont (2002)
Sofia-City, Sofia (2002)
England, Redcar and Cleveland (2002)
California, Wheeler Springs (2002)
England, Warminster (2002)
Utah, Taylorsville (2002)
Kansas, Shawnee (2002)
Ohio, Centerville (2003)
Oregon, Junction City (2003)
Michigan, Pleasant Lake (2003)
Florida, Miami (2003)
Washington, Seattle (2003)
Prince Edward Island, Victoria (2003)
California, Ontario (2003)
California, Santa Clara (2003)
West Virginia, Logan (2003)
Arkansas, Dora (2003)
New York, Harrisville (2003)
Washington, Wapato (2003)
Washington, Point Roberts (2003)
Florida, Hudson (2003)
England, Blackburn (2003)
Kentucky, Richmond (2003)
South Carolina, Myrtle Beach (2003)
Kentucky, Bardstown (2004)
Ontario, London (2004)
New York, City of Batavia (2004)
Indiana, Kokomo (2004)
Utah, Fairview (2004)
Colorado, Englewood (2004)
Oregon, Portland (2004)
Massachusetts, Four Corners (2004)
North Carolina, Tyro (2004)
California, Santa Clara (2004)
New York, Middle Island (2004)
Pennsylvania, Philadelphia (2004)
Alberta, Camrose (2004)
Manitoba, Winnipeg (2004)
Michigan, Hartland (2004)
California, Palm Springs (2005)
California, Colache Town (2005)
Wisconsin, Ellsworth (2005)
Missouri, Kansas City (2005)
Uusimaa, Hyvinkää (2005)
New York, Kings Park (2005)
Illinois, Wheaton (2005)
Florida, Indian Harbour Beach (2005)
Michigan, Bay City (2005)
Oregon, Cornelius (2006)
Georgia, Flowery Branch (2006)
Texas, Waco (2006)
Nova Scotia, Devon (2006)
California, San Jacinto (2006)
Colorado, Argo Mill (2006)
Ontario, Belle River (2006)
Nevada, Carver Park (2007)
Connecticut, Clinton (2007)
Tennessee, Elizabethton (2007)
Michigan, Midland (2007)
Florida, Port Charlotte (2007)
Arizona, Lake Havasu City (2007)
Florida, Port Charlotte (2007)
North Carolina, Kure Beach (2007)
England, Blandford Forum (2007)
Oregon, Washington County (2007)
Washington, Richland (2007)
Texas, Houston (2008)
Pennsylvania, Philadelphia (2008)
Michigan, Big Rapids (2008)
Florida, Orlando (2008)
California, Martinez (2008)
Queensland, Caboolture (2008)
Colorado, Denver (2008)
Nevada, Las Vegas (2008)
Washington, Spokane (2008)
Alabama, Bay Minette (2008)
England, Leeds (2008)
Washington, Lacey (2008)
England, Unknown (2008)
Wyoming, Cheyenne (2008)
California, Corona (2009)
Saskatchewan, Saskatoon (2009)
Arizona, Prescott (2009)
New Hampshire, Manchester (2009)
California, San Jose (2009)
California, Millbrae (2009)
Arizona, Tempe (2009)
Arizona, Phoenix (2009)
Connecticut, Greenwich (2009)
Nevada, Las Vegas (2009)
Arizona, Glendale (2009)
Texas, Mineola (2009)
England, Sunderland (2009)
Indiana, Northcrest (2009)
England, Stockton-on-Tees (2009)
Oregon, Oregon City (2009)
Texas, San Antonio (2009)
Västernorrland County, Brunne (2009)
Michigan, Brownstown Township (2009)
Colorado, Greeley (2009)
California, Azusa (2009)
California, Moreno Valley (2009)
New York, Sayville (2010)
New Jersey, Eatontown (2010)
California, Seal Beach (2010)
Iowa, Audubon (2010)
Quebec, Gatineau (2010)
Andalusia, Almeria (2010)
Florida, Mascotte (2010)
Massachusetts, South End (2010)
California, Chino (2010)
California, Palo Alto (2010)
Georgia, Ludowici (2011)
Texas, Houston (2011)
Manitoba, Fraserwood (2011)
Arizona, Glendale (2011)
South Carolina, Steele Town (2011)
Maryland, Towson (2011)
New York, Broome County (2011)
South Carolina, Myrtle Beach (2011)
Pennsylvania, Watsontown (2011)
Virginia, Occoquan (2011)
Idaho, Boise (2011)
California, San Francisco (2011)
New South Wales, Sydney (2011)
New York, Owego (2011)
Maine, Augusta (2012)
Maine, Augusta (2012)
Wisconsin, Hayward (2012)
West Virginia, Buckhannon (2012)
Washington, Lakewood (2012)
California, Anaheim (2012)
Kentucky, Mount Sterling (2012)
Iowa, Vinton (2012)
New York, Village of Depew (2012)
Indiana, Muncie (2012)
Nebraska, Omaha (2012)
Indiana, Middlebury (2012)
Washington, Sultan (2012)
Wisconsin, Rice Lake (2012)
Bali, Ubud (2012)
Massachusetts, Beverly (2013)
Louisiana, Bernard Terrace (2013)
Washington, Blaine (2013)
Rajasthan, Kuchaman (2013)
Alberta, City of Leduc (2013)
Kentucky, Owensboro (2013)
Indiana, Northcrest (2013)
Connecticut, New Britain (2013)
Ohio, Youngstown (2013)
Indiana, Fort Wayne (2013)
Connecticut, Meriden (2013)
Virginia, Portsmouth (2013)
Connecticut, Pawcatuck (2013)
Iowa, Davenport (2013)
Ohio, Norwood (2013)
Michigan, Frankfort (2013)
Virginia, Leesburg (2013)
Colorado, Aurora (2013)
California, Turlock (2013)
California, Alameda (2013)
California, Pinecrest (2013)
South Carolina, Longs (2013)
South Carolina, Conway (2013)
Florida, Interlachen (2013)
Virginia, Arlington (2013)
North Carolina, High Point (2013)
Florida, Lake Worth Beach (2013)
South Carolina, Ingram Beach (2013)
South Carolina, Ingram Beach (2013)
California, Turlock (2013)
Georgia, Atlanta (2013)
Virginia, Centreville Farms (2013)
Wisconsin, Franksville (2013)
Maine, Waterville (1965)
Virginia, Norfolk (1966)
Iowa, Red Oak (1966)
Minnesota, Saint Paul (1976)
Minnesota, Saint Paul (1980)
South Dakota, Keystone (1981)
Tennessee, Robertsville (1989)
Texas, San Marcos (1991)
Tennessee, Coleman Heights (1994)
Pennsylvania, Ringtown (1995)
Ontario, Scugog (1996)
Kentucky, Orchard Grass Hills (1997)
South Dakota, Egan (1997)
Texas, Mesquite (1998)
Wisconsin, Johnson Creek (1998)
Washington, Burien (1998)
Washington, Redmond (1998)
Florida, Cape Canaveral (1999)
Oregon, Canby (1999)
California, Los Angeles (1999)
Ohio, Upper Sandusky (1999)
Massachusetts, Taunton (2000)
West Virginia, Gerrardstown (2000)
New York, Babylon (2000)
California, Bel Marin Keys (2000)
Colorado, Highlands Ranch (2000)
Arkansas, Greenbrier (2000)
South Dakota, Rapid City (2000)
Idaho, North Challis (2000)
Northern Ireland, Newcastle (2000)
Missouri, Kansas City (2001)
Mississippi, Jackson (2001)
Florida, Tallahassee (2001)
Illinois, Algonquin (2001)
Colorado, Denver (2001)
Illinois, River Forest (2002)
Bern, Grindelwald (2002)
Arizona, Scottsdale (2002)
California, Victorville (2002)
Washington, Kent (2002)
Tennessee, Lauderdale Courts (2002)
Ohio, Keno (2002)
Washington, Kittitas (2003)
England, Beeby (2003)
Texas, De Kalb (2003)
Washington, Lake Stevens (2003)
Georgia, Gray (2003)
Minnesota, Cass County (2003)
Washington, Oroville (2003)
Washington, Sumner (2003)
New York, Johnson City (2003)
New Jersey, Millville (2003)
New York, Athens (2003)
Washington, George (2003)
South Carolina, Myrtle Beach (2003)
British Columbia, Terrace (2003)
Washington, Seattle (2003)
West Bengal, Kolkata (2003)
Texas, Frisco (2003)
Alberta, Hamlet of Gleichen (2004)
British Columbia, 100 Mile House (2004)
Jahra, Unknown (2004)
Wisconsin, Thorp (2004)
Florida, Brandon (2004)
Indiana, Noblesville (2004)
Tennessee, Murfreesboro (2004)
California, Bakersfield (2005)
Texas, San Antonio (2005)
New Hampshire, Goffstown (2005)
Texas, Gail (2005)
New Brunswick, Fredericton (2006)
California, Los Angeles (2006)
New Hampshire, Wilton (2006)
Pennsylvania, Plymouth (2006)
California, Torrance (2006)
Arizona, Gila County (2006)
Pachalik du Fes باشوية فاس, Fez (2006)
Washington, Waterville (2006)
Texas, Woodway (2006)
Kentucky, Russell Heights (2006)
Massachusetts, Boston (2006)
Texas, Baytown (2006)
Maine, Somerset County (2006)
South Carolina, Hilton Head Island (2007)
Florida, Brevard County (2007)
Florida, Orlando (2007)
Nevada, Reno (2007)
Texas, Carrollton (2007)
Nevada, Las Vegas (2007)
Missouri, Independence (2007)
Ohio, Atwater (2007)
Arkansas, Conway (2007)
Arizona, Tempe (2007)
Texas, Houston (2008)
South Australia, Adelaide (2008)
New Mexico, Santa Rosa (2008)
Idaho, Cassia County (2008)
California, Los Angeles (2008)
Florida, Tampa (2008)
Illinois, Tinley Park (2008)
Florida, Jacksonville Beach (2008)
Nevada, Las Vegas (2008)
England, Unknown (2008)
Colorado, Castle Rock (2008)
Arizona, Yavapai County (2008)
Indiana, Granger (2008)
Utah, Clinton (2008)
Michigan, Novi (2008)
Washington, Randle (2009)
Florida, Anthony (2009)
Oregon, Portland (2009)
Virginia, King William County (2009)
California, Azusa (2009)
Florida, Key West (2009)
Texas, Denton (2009)
California, Modesto (2009)
New Jersey, Rahway (2009)
Florida, Palm Beach (2009)
Connecticut, Westport (2009)
Colorado, Cañon City (2010)
Zulia State, Ciudad Ojeda (2010)
Kentucky, Simpsonville (2010)
Texas, Kyle (2010)
Michigan, Holland (2011)
Kentucky, Richmond (2011)
Georgia, Saint Simons Island (2011)
Colorado, Broomfield (2011)
California, Arcadia (2011)
Arkansas, Little Rock (2011)
New York, Forks (2011)
Oregon, Eugene (2011)
Florida, Englewood (2011)
Arizona, Tucson (2011)
North Carolina, Gastonia (2011)
North Carolina, Cary (2011)
North Carolina, Waves (2012)
Wales, Newport (2012)
North Carolina, Raleigh (2012)
Iowa, Badger (2012)
Georgia, Holly Springs (2012)
New Jersey, Woodbridge Township (2012)
California, San Jose (2012)
Ohio, Athens (2012)
Pennsylvania, Scotrun (2012)
Maryland, Cobb Island (2012)
Alberta, Grande Prairie (2012)
Washington, Bellingham (2012)
Iowa, Keokuk (2012)
Florida, Santa Rosa County (2012)
Florida, Key West (2012)
Michigan, Holland (2012)
Washington, Kennewick (2013)
Maryland, Bowie (2013)
England, Bristol (2013)
Michigan, Glen Arbor (2013)
New York, Colonie (2013)
Arkansas, Ozark (2013)
Wisconsin, Elkhorn (2013)
Michigan, Quakertown (2013)
North Carolina, Leland (2013)
Indiana, Franklin (2013)
Ohio, Hilliard (2013)
Ohio, Keno (2013)
Ohio, Shaker Heights (2013)
Michigan, Flint (2013)
Indiana, Huntington (2013)
Nevada, Las Vegas (2013)
Alabama, Hoover (2013)
Washington, Royal City (2013)
New Mexico, Torrance County (2013)
South Carolina, Myrtle Beach (2013)
Pennsylvania, Denver (2013)
California, Lawndale (2013)
Ohio, Berlin Heights (2013)
Arizona, Peoria (2013)
Ohio, Morrow (2013)
Michigan, Ann Arbor (2013)
Maryland, Frederick (2013)
Ohio, Dublin (2013)
New Jersey, Babbitt (2013)
Ohio, Fairborn (2013)
Rhode Island, Coventry (1966)
Ohio, Strongsville (1973)
Massachusetts, Chelmsford (1978)
Wisconsin, Sparta (1985)
Wisconsin, Monroe (1988)
Arizona, Scottsdale (1995)
Nevada, Las Vegas (1995)
California, San Francisco (1997)
Texas, Austin (1998)
Ohio, Norwood (1998)
Michigan, Crystal Falls (1998)
Washington, Everett (1998)
Massachusetts, Agawam (1998)
New Jersey, Fair Lawn (1998)
Ohio, Columbus (1999)
Arizona, Scottsdale (1999)
West Virginia, Silver Valley Estates (1999)
Ohio, Bluebird Beach (2000)
Ohio, Manchester (2000)
Utah, Layton (2000)
Tennessee, Morristown (2000)
Wisconsin, Oshkosh (2000)
Illinois, Collinsville (2000)
Kentucky, Glasgow (2000)
Kentucky, Crofton (2000)
Michigan, Davison (2001)
California, Marin County (2001)
Nevada, Reno (2001)
Georgia, Atlanta (2001)
Wisconsin, Green Bay (2001)
Virginia, Richmond (2001)
New Brunswick, Fredericton (2001)
New Brunswick, Fredericton (2001)
Washington, Seattle (2002)
Arizona, Mesa (2002)
Wyoming, Lyman (2002)
Indiana, Fowler (2002)
Utah, Ogden (2002)
New York, Center Moriches (2002)
New York, Glen Cove (2002)
California, Redding (2002)
Florida, Key West (2002)
California, Long Beach (2002)
New York, New York (2002)
Hawaii, Honolulu (2002)
Minnesota, Kabetogama (2002)
Tennessee, Dyersburg (2003)
California, Sunnyvale (2003)
Nevada, Las Vegas (2003)
Texas, Richardson (2003)
Georgia, Athens (2003)
Tennessee, Bristol (2003)
Virginia, Roanoke (2003)
Washington, Tacoma (2003)
Massachusetts, Barnstable (2003)
Mississippi, Amory (2003)
Texas, Houston (2003)
Quebec, Gaspé (2003)
New Mexico, Santa Fe (2003)
Oregon, Baker City (2003)
New Mexico, Santa Fe (2003)
England, Holcot (2003)
Oregon, Cornelius (2003)
Washington, Bellevue (2003)
North Carolina, Oak Ridge (2003)
England, Norwich (2003)
Washington, Olympia (2003)
Wisconsin, Woodcrest Heights (2004)
Colorado, Fort Collins (2004)
New Jersey, Califon (2004)
Florida, Davenport (2004)
Arizona, Phoenix (2004)
Ohio, Wooster Heights (2004)
Wisconsin, Portage (2004)
California, Fresno (2004)
West Virginia, Morgantown (2005)
Missouri, Saint Charles (2005)
California, Long Beach (2005)
Florida, Jacksonville Beach (2005)
Florida, Port Richey (2005)
California, Tuolumne County (2005)
Wyoming, Wyoming (2005)
California, Valley Springs (2005)
North Carolina, George Washington Carver (2005)
Massachusetts, Oak Bluffs (2005)
Illinois, Chicago Heights (2005)
Minnesota, Arden Hills (2005)
British Columbia, Bamfield (2005)
Massachusetts, Duxbury (2005)
Washington, Ronald (2006)
Texas, Fort Worth (2006)
Illinois, Chicago (2006)
New Mexico, Jemez Springs (2006)
New Brunswick, Beresford (2006)
Pennsylvania, Leedom Estates (2006)
Connecticut, Broad Brook (2006)
Nevada, Carver Park (2006)
Massachusetts, Somerville (2006)
Arkansas, El Dorado (2006)
California, Williams (2007)
Virginia, Richmond (2007)
Michigan, Center Line (2007)
Texas, Humble (2007)
Pennsylvania, Union County (2008)
California, Montebello (2008)
Washington, Anacortes (2008)
Texas, Austin (2008)
Florida, Crestview (2008)
Arizona, Flagstaff (2008)
England, Bournemouth (2008)
Mecklenburg-Vorpommern, Carlow (2008)
Tennessee, Knoxville (2008)
England, Selborne (2008)
Pennsylvania, Gettysburg (2008)
Florida, Saint Petersburg (2008)
Florida, Pensacola (2008)
Washington, Rice (2008)
Florida, Cape Coral (2008)
Texas, Fort Worth (2009)
England, Butterwick (2009)
California, Moreno Valley (2009)
Florida, Fort Lauderdale (2009)
Kansas, Garden City (2009)
Florida, Orlando (2009)
Wisconsin, Green Bay (2009)
California, Modesto (2009)
Massachusetts, Canton (2010)
Louisiana, Breaux Bridge (2010)
Georgia, Columbus (2010)
California, Santa Monica (2010)
Kentucky, Knifley (2010)
Nebraska, Omaha (2010)
Illinois, Galesburg (2010)
Oregon, Salem (2010)
Florida, Volusia County (2010)
Georgia, Greensboro (2010)
Arizona, Safford (2010)
California, San Francisco (2010)
Arkansas, Little Rock (2010)
Ontario, Atikokan (2010)
Washington, Yakima (2010)
Connecticut, Redding (2010)
Ohio, Kent (2011)
New York, Tarrytown (2011)
New Mexico, Moriarty (2011)
Georgia, Saint Simons Island (2011)
Oregon, Albany (2011)
Illinois, Kappa (2011)
Oregon, City of Stayton, Oregon (2011)
Washington, Vancouver (2011)
Oregon, Jacksonville (2011)
South Dakota, Greenwood (2011)
Oregon, Yachats (2011)
Kansas, Lindsborg (2011)
Colorado, Evergreen (2011)
North Carolina, Bunn (2011)
Washington, Sultan (2011)
California, Sonoma (2011)
Connecticut, Manchester (2011)
Texas, Gladewater (2012)
Florida, Saint Cloud (2012)
Kansas, Kansas City (2012)
Ontario, Alliston (2012)
Minnesota, Saint Paul (2012)
Texas, Mansfield (2012)
Ohio, Norwood (2012)
Florida, Polk City (2012)
Western Cape, Langebaan (2012)
California, Irvine (2012)
California, Colonia Juarez (2012)
California, Los Angeles (2012)
California, Thousand Oaks (2012)
Illinois, Chicago (2012)
Ohio, Norwood (2012)
Florida, Flagler Beach (2012)
Florida, Fort Lauderdale (2012)
Illinois, Oswego (2012)
Michigan, Grand Rapids (2012)
England, City of London (2012)
Ontario, Brampton (2012)
California, Modesto (2012)
Prince Edward Island, Victoria (2012)
Wisconsin, Wauwatosa (2012)
Ohio, Newark (2012)
Massachusetts, Boston (2013)
California, Palm Springs (2013)
California, Los Angeles (2013)
Idaho, Boise (2013)
California, Los Angeles (2013)
California, Whittier (2013)
Alabama, Chelsea (2013)
New South Wales, Wyong (2013)
Minnesota, Coon Rapids (2013)
Kentucky, Eddyville (2013)
Pennsylvania, Chester County (2013)
Arizona, Glendale (2013)
Tennessee, Clarksville (2013)
South Carolina, Taylors (2013)
Georgia, Milton (2013)
Georgia, Cumming (2013)
Georgia, Loganville (2013)
Florida, Pensacola (2013)
California, Moreno Valley (2013)
Georgia, Athens (2013)
New York, Binghamton (2013)
Ohio, Cleveland (2013)
Massachusetts, Mattapoisett (2013)
New York, Owls Head (2013)
Connecticut, Tolland (2013)
Ohio, Canal Winchester (2013)
Indiana, New Palestine (2013)
Ohio, Akron (2013)
Pennsylvania, Chester County (2013)
Tennessee, Sale Creek (2013)
Mississippi, Coldwater (2013)
Indiana, Indianapolis (2013)
New York, Niagara Falls (2013)
Arizona, Phoenix (2013)
California, Santa Monica (2013)
Arizona, Sedona (2013)
Missouri, O’Fallon (2013)
Ohio, Carrollton (2013)
Virginia, Chesterfield (2013)
Pennsylvania, Chester County (2013)
Louisiana, Arbolada Addition (2013)
Alabama, Florence (2013)
North Carolina, Raleigh (2013)
Maine, Albion (2013)
Kentucky, Florence (2013)
Florida, Plantation Gardens (2013)
New Brunswick, Bayside (2013)
Ontario, (Old) Ottawa (2013)
New Jersey, Scobeyville (2013)
Kentucky, Gainesway (2013)
Florida, Osprey (2013)
New Jersey, Tiltons Corners (2013)
North Dakota, Langdon (2013)
New Hampshire, Nashua (2013)
Connecticut, Manchester (2013)
Tennessee, Sewanee (2013)
Kentucky, Erlanger (2013)
Georgia, Savannah (1962)
Maine, Saint Agatha (1975)
Minnesota, New Brighton (1979)
Texas, Haltom City (1979)
Minnesota, Edina (1981)
Florida, Miami (1989)
California, San Francisco (1995)
California, Sacramento (1995)
Maine, Manchester (1995)
Prince Edward Island, Victoria (1996)
Texas, Arlington (1998)
British Columbia, Vancouver (1998)
Arizona, Yuma (1998)
Washington, Wauconda (1998)
New York, Rochester (1998)
Texas, Lubbock (1999)
Victoria, Warrnambool (1999)
Kansas, Olathe (1999)
Tennessee, Nashville (1999)
Oklahoma, Midwest City (1999)
Kansas, Lawrence (1999)
Kansas, Overland Park (1999)
California, Napa Abajo (2000)
Pennsylvania, Bethlehem (2000)
Kansas, Wichita (2000)
District of Columbia, Washington (2000)
Arizona, Chandler (2000)
British Columbia, Quesnel (2000)
California, Ventura (2001)
Nevada, Las Vegas (2001)
Texas, Houston (2001)
Perak, Ipoh (2001)
New York, New York (2001)
Northern Ireland, Craigavon (2001)
New York, Poughquag (2001)
New York, Lark Street (2001)
Georgia, Creekwood (2002)
Oklahoma, Rush Springs (2002)
Illinois, Elk Grove Village (2002)
England, City of London (2002)
Mississippi, Biloxi (2002)
Delaware, Smyrna (2002)
England, Colchester (2002)
Kansas, Holton (2002)
West Virginia, Brabant (2002)
Delaware, Dewey Beach (2002)
Arizona, Graham County (2003)
Nevada, Verdi-Mogul (2003)
Washington, Arlington (2003)
New York, Glens Falls (2003)
California, Palo Alto (2003)
New York, Mooers (2003)
California, Tres Pinos (2003)
Wyoming, Teton County (2003)
Kentucky, Central City (2003)
Meru, Unknown (2003)
Unknown, Bucharest (2003)
District of Columbia, Washington (2004)
Indiana, Evansville (2004)
Ontario, Lindsay (2004)
California, Mojave (2004)
England, Wichling (2004)
Wisconsin, Pickett (2004)
Wisconsin, Village of Plover (2004)
Tennessee, Wartrace (2004)
Minnesota, Chaska (2004)
England, Brighton (2004)
California, Novato (2004)
Arkansas, College Heights Addition (2004)
Nevada, Reno (2005)
Arizona, Saint Michaels (2005)
California, San Diego County (2005)
California, Fresno (2005)
Florida, Lake Worth Beach (2005)
Florida, Pittsburg (2005)
Florida, Miami (2005)
New York, East Meadow (2005)
Florida, Port Richey (2005)
Maryland, Ocean City (2005)
Pennsylvania, Media (2005)
Tennessee, Franklin (2005)
Arkansas, Fayetteville (2005)
Texas, Houston (2006)
Washington, Yakima (2006)
Washington, Seattle (2006)
Scotland, Motherwell (2006)
Scotland, Motherwell (2006)
Kansas, Topeka (2006)
Iowa, Spirit Lake (2006)
Hawaii, Lihue (2007)
Wyoming, Teton County (2007)
Texas, Leakey (2007)
Mississippi, Byhalia (2007)
Oklahoma, Moore (2007)
Illinois, Chicago (2007)
Indiana, Kokomo (2007)
Ontario, Toronto (2007)
Pennsylvania, Mildred (2007)
Maryland, Odenton (2007)
Kentucky, Walton (2007)
Illinois, Chicago (2007)
Washington, Lake Stevens (2008)
California, Clearwater (2008)
Colorado, Longmont (2008)
California, Felton (2008)
Mississippi, Meridian (2008)
Texas, Houston (2008)
Oklahoma, Okmulgee (2008)
Oklahoma, Healdton (2008)
Missouri, Brentwood (2008)
California, Woodside (2008)
Delaware, Felton Station (2008)
England, Ampney Knowle (2008)
Texas, Huffman (2008)
California, Santa Maria (2008)
Alberta, Calgary (2008)
Texas, Nacogdoches (2009)
North Carolina, Winston-Salem (2009)
Washington, Seattle (2010)
Georgia, Kennesaw (2010)
Wisconsin, Brookfield (2010)
California, Shingle Springs (2010)
Florida, Cape Coral (2010)
Washington, Edmonds (2010)
California, San Mateo (2010)
Florida, Cape Coral (2010)
Texas, Krum (2010)
Iowa, Sioux City (2010)
California, Pomona (2010)
Alberta, Sherwood Park (2011)
Idaho, Idaho Falls (2011)
Georgia, Duluth (2011)
Washington, Auburn (2011)
California, Long Beach (2011)
Pennsylvania, Bellevue (2011)
California, Burbank (2011)
Illinois, Christopher (2011)
South Carolina, Ingram Beach (2011)
Tennessee, Lauderdale Courts (2011)
South Carolina, Myrtle Beach (2011)
South Carolina, Myrtle Beach (2011)
South Carolina, Ingram Beach (2011)
Arizona, Sedona (2011)
South Carolina, Saint Stephen (2011)
South Carolina, Saint Stephen (2011)
North Dakota, Bismarck (2011)
Oklahoma, Shawnee (2011)
Ohio, Dayton (2012)
Utah, Provo (2012)
Santarém, Abrantes (2012)
California, Sacramento (2012)
Florida, Sarasota (2012)
Georgia, Midway (2012)
Virginia, McNeals Corner (2012)
Michigan, Westland (2012)
California, Petaluma (2012)
Oregon, Redmond (2012)
Alabama, Athens (2012)
Illinois, Brookfield (2012)
Missouri, Fulton (2012)
Michigan, Bloomfield (2012)
Cantón Sarapiquí, Muelle (2012)
Washington, Seattle (2012)
Connecticut, Woodbridge (2012)
Massachusetts, Dedham (2012)
New York, City of North Tonawanda (2012)
Michigan, Ionia (2012)
New York, Buffalo (2012)
Washington, Vancouver (2012)
England, Northgate (2012)
Connecticut, Danbury (2012)
Massachusetts, Medford (2012)
Pennsylvania, Erie (2012)
Ohio, Middletown (2012)
Alaska, Anchorage (2012)
Oregon, Creswell (2012)
Michigan, Grand Rapids (2012)
New Jersey, Wayne (2012)
Michigan, Temperance (2012)
Ohio, Utica (2012)
Ohio, Catawba (2012)
Illinois, Cicero (2012)
Washington, Eatonville (2013)
New York, Tonawanda (2013)
Arkansas, Clarksville (2013)
Tennessee, Nashville (2013)
New Jersey, Fernwood (2013)
Massachusetts, Highlands (2013)
Rhode Island, Johnston (2013)
Nova Scotia, Westfield (2013)
Colorado, Gunnison County (2013)
Ohio, Springboro (2013)
New York, Catskill (2013)
Maseru District, Maseru (2013)
KwaZulu-Natal, Durban (2013)
Vermont, Newbury (2013)
New York, East Nassau (2013)
Port Louis, Port Louis (2013)
California, San Clemente (2013)
California, San Diego (2013)
North Carolina, Mount Holly (2013)
New Mexico, Albuquerque (2013)
Colorado, Como (2013)
Oklahoma, El Reno (2013)
Pennsylvania, Gap (2013)
Georgia, Lookout Mountain (2013)
Alaska, Fairbanks (2013)
Maine, North Berwick (2013)
Arizona, Dome (1946)
Delaware, Wilmington (1964)
Bavaria, Hohenfels (1966)
West Virginia, Huntington (1966)
Wisconsin, Lone Rock (1967)
Saskatchewan, Lanigan (1968)
New Jersey, Lindenau (1968)
New Jersey, Lindenau (1968)
New Jersey, Lindenau (1968)
Pennsylvania, Saint Marys (1971)
Ohio, Wooster (1973)
Louisiana, Baskin (1974)
Puerto Rico, Jayuya (1974)
South Carolina, Ballentine (1979)
Illinois, Joliet (1979)
Ohio, Hamersville (1983)
Massachusetts, Amherst (1985)
Delaware, New Castle (1988)
Florida, McAlpin (1989)
Ontario, (Old) Ottawa (1990)
California, Sacramento County (1992)
Indiana, Monroeville (1995)
Maryland, Baltimore (1995)
Masovian Voivodeship, Konstancin-Jeziorna (1995)
Indiana, Anderson (1995)
Unknown, North Canberra (1995)
Saskatchewan, Central Butte (1996)
Michigan, Traverse City (1996)
Nova Scotia, Hubley (1997)
Wisconsin, Madison (1997)
Arizona, Tucson (1998)
Kansas, Morrowville (1999)
California, San Jose (1999)
Arizona, Chandler (1999)
Washington, Mount Vernon (1999)
Maryland, Rockville (1999)
Washington, Aberdeen (1999)
New Jersey, Livingston (1999)
Washington, Montesano (1999)
Hawaii, Waipahu (1999)
California, Fairfield (1999)
England, Newcastle upon Tyne (1999)
Texas, Winters (2000)
California, Los Angeles (2000)
Arizona, Globe (2000)
Arizona, Globe (2000)
Maine, Lamoine (2000)
Tennessee, Lauderdale Courts (2000)
Arizona, Phoenix (2000)
Arizona, Scottsdale (2000)
California, Los Angeles (2000)
California, Los Angeles (2000)
California, Los Angeles (2000)
California, Los Angeles (2000)
California, Los Angeles (2000)
England, Westerfield (2000)
Nevada, Las Vegas (2000)
California, Los Angeles (2000)
California, Los Angeles (2000)
Texas, San Antonio (2000)
Arizona, Phoenix (2001)
Arizona, Tempe (2001)
New York, New York (2001)
California, Cypress (2001)
California, Hanford (2001)
Oregon, Hillsboro (2001)
Missouri, Kansas City (2001)
Oregon, Portland (2001)
Colorado, Lakewood (2001)
Colorado, Lakewood (2001)
Colorado, Lakewood (2001)
Colorado, Lakewood (2001)
New Jersey, Marlboro (2001)
Maine, Sabattus (2001)
California, Salinas (2001)
California, Running Springs (2001)
Ontario, (Old) Ottawa (2001)
New South Wales, Wollongong City Council (2001)
Utrecht, Utrecht (2002)
Ohio, Euclid (2002)
Ohio, Huber Heights (2002)
Pennsylvania, Kingston (2002)
Michigan, Macomb Township (2002)
Oklahoma, Yukon (2003)
Texas, Winters (2003)
Utah, Richfield (2003)
Utah, La Sal (2003)
New York, De Kalb Junction (2003)
California, San Francisco (2003)
New York, Montauk (2003)
Massachusetts, Mikas Pond (2003)
Illinois, Poplar Grove (2003)
Texas, Winters (2003)
Massachusetts, Boston (2004)
Tennessee, Sunbright (2004)
Indiana, Angola (2004)
Washington, Burley (2004)
California, Davis (2004)
Washington, Seattle (2004)
Utah, Salt Lake City (2004)
Arizona, Prescott Valley (2005)
Illinois, Steele (2005)
Kentucky, Paducah (2005)
Utah, Farmington Station (2005)
Indiana, New Haven (2005)
California, Vacaville (2005)
Texas, San Antonio (2005)
Pennsylvania, Big Spring (2005)
Kentucky, Monticello (2005)
New York, New York (2005)
Florida, Coral Springs (2005)
Nevada, Reno (2005)
Illinois, Bradley (2005)
Unknown, Ulaanbaatar (2005)
New York, Greene County (2005)
Arizona, Overgaard (2005)
Illinois, Summit (2005)
California, Ventura (2005)
Illinois, Chicago (2005)
Colorado, Pueblo (2005)
Indiana, Mitchell (2005)
Pennsylvania, Schuylkill County (2005)
Illinois, Crystal Lake (2005)
Illinois, Steele (2005)
Illinois, Oak Forest (2005)
Illinois, Oak Forest (2005)
Illinois, Oak Forest (2005)
Illinois, Orland Hills (2005)
Illinois, Orland Hills (2005)
Illinois, Orland Park (2005)
Illinois, Orland Park (2005)
Illinois, Orland Park (2005)
Illinois, Orland Park (2005)
Illinois, Orland Park (2005)
Illinois, Tinley Park (2005)
Illinois, Tinley Park (2005)
Illinois, Tinley Park (2005)
Illinois, Tinley Park (2005)
Illinois, Tinley Park (2005)
Illinois, Tinley Park (2005)
Illinois, Tinley Park (2005)
Illinois, Homer Glen (2005)
Illinois, Oak Forest (2005)
Illinois, Oak Forest (2005)
Illinois, Oak Forest (2005)
Illinois, Orland Park (2005)
Illinois, Sugar Grove (2005)
Illinois, Tinley Park (2005)
Illinois, Tinley Park (2005)
Illinois, Palos Heights (2005)
Illinois, Orland Park (2005)
Illinois, Tinley Park (2005)
Alberta, Grande Prairie (2005)
Illinois, Oak Forest (2005)
Illinois, Orland Park (2005)
Illinois, Tinley Park (2005)
Illinois, Tinley Park (2005)
Arizona, Tucson (2005)
Illinois, Orland Park (2005)
Hawaii, Lihue (2006)
Virginia, Gilmer Terrace (2006)
California, Long Beach (2006)
Alaska, Anchorage (2006)
Alaska, Anchorage (2006)
New Mexico, Albuquerque (2006)
Ohio, Glouster (2006)
Illinois, Joliet (2006)
New Mexico, Las Cruces (2006)
Utah, Jordan (2006)
Georgia, Dalton (2007)
Nebraska, La Vista (2007)
Georgia, Columbus (2007)
California, Richmond (2007)
California, Newport Beach (2007)
Arizona, Roosevelt Lake Estates (2007)
North Carolina, Clarkton (2007)
Wyoming, Laramie (2007)
Illinois, Gurnee (2007)
Arkansas, Graytown (2007)
Pennsylvania, Mercersburg (2007)
Arizona, Tempe (2007)
Manitoba, Winnipeg (2007)
Colorado, Loveland (2007)
Georgia, Portal (2007)
Georgia, Portal (2007)
New Mexico, Las Vegas (2008)
Texas, Austin (2008)
Georgia, Norcross (2008)
Texas, Houston (2008)
North Carolina, Fayetteville (2008)
Arizona, Clay Springs (2009)
England, Whittington (2009)
Texas, Houston (2009)
Missouri, Saint Louis (2009)
Illinois, Lincolnshire (2009)
Illinois, Barrington (2009)
Florida, Port St. Lucie (2009)
Indiana, Frankfort (2010)
Texas, Fort Worth (2010)
Washington, Spokane Valley (2010)
Michigan, Pontiac (2010)
South Carolina, Saluda (2010)
Texas, Plano (2010)
Iowa, Cedar Rapids (2010)
Wisconsin, Burlington (2010)
Utah, Woods Cross (2010)
Michigan, Pointe aux Chenes (2010)
California, Hesperia (2010)
Tennessee, Nashville (2010)
Illinois, Chicago (2010)
Wisconsin, Grafton (2010)
Colorado, San Isabel (2010)
Georgia, Monticello (2010)
Minnesota, Brooks (2010)
California, Buena Park (2010)
Kentucky, Paducah (2010)
Florida, Miami Beach (2011)
New Jersey, Babbitt (2011)
New York, Munsons Corner (2011)
Tennessee, Sullivan County (2011)
Tennessee, Knoxville (2011)
Wisconsin, New Berlin (2011)
Connecticut, Middletown (2011)
New Jersey, Townsends Inlet (2011)
Nebraska, Bellevue (2011)
Texas, Copperas Cove (2011)
Nebraska, Omaha (2011)
Arkansas, Searcy (2011)
Texas, Copperas Cove (2011)
Texas, Port Arthur (2011)
Arizona, Mohave County (2011)
Washington, Vancouver (2011)
Washington, Vancouver (2011)
Washington, Vancouver (2011)
Florida, Flagler County (2011)
Florida, Delray Beach (2012)
Indiana, Indianapolis (2012)
Minnesota, Chaska (2012)
England, City of London (2012)
Washington, Bellevue (2012)
New Hampshire, Dover (2012)
Kansas, Hays (2012)
Tennessee, Nokes Heights (2012)
Missouri, Dexter (2012)
California, Los Angeles (2012)
Ontario, Oakville (2012)
Hawaii, Honokowai (2012)
Washington, Spokane (2012)
Oregon, Portland (2012)
California, Baldwin Park (2012)
Illinois, McHenry (2012)
New York, Kingston (2012)
Quebec, Gatineau (2012)
New York, New York (2013)
New York, Keeseville (2013)
Michigan, Muskegon (2013)
Tennessee, Austin (2013)
Massachusetts, Stow (2013)
Wisconsin, City of Berlin (2013)
Maryland, Colonial Heights (2013)
Minnesota, Eagan (2013)
Massachusetts, South Dennis (2013)
New Jersey, Clarksville (2013)
Colorado, Crestone (1967)
British Columbia, Bridal Falls (1969)
Puerto Rico, Mayagüez (1972)
Ohio, Elyria (1973)
Tennessee, Murfreesboro (1974)
Missouri, Kansas City (1980)
California, Fresno County (1984)
Massachusetts, Harvard (1988)
North Carolina, Wilmington (1992)
California, Hawkins Bar (1993)
Virginia, Virginia Beach (1995)
California, Crescent City (1998)
Minnesota, Rochester (1998)
New York, Freeport (1998)
West Virginia, Beckley (1999)
Georgia, Savannah (1999)
New Jersey, Hackensack (1999)
California, San Jose (1999)
Oregon, Salem (1999)
Washington, Tonasket (1999)
Indiana, Bloomington (1999)
Pennsylvania, Erie (2000)
California, Covina (2000)
England, City of London (2000)
Saskatchewan, Rosthern (2000)
Makkah Region, At Ta'if (2001)
Connecticut, Somers (2001)
Wisconsin, Somerset (2001)
Ohio, Berlin (2001)
California, Santa Rosa (2001)
New York, Oceanside (2001)
New York, Oneonta (2002)
Texas, San Marcos (2002)
Pennsylvania, Hatfield Borough (2002)
Texas, Austin (2002)
Brittany, Rennes (2002)
California, Cathedral City (2002)
Missouri, Washington (2002)
Nevada, Las Vegas (2002)
New Mexico, Roswell (2002)
Wisconsin, Delafield (2002)
Minnesota, Washington County (2002)
Washington, Ferndale (2002)
South Carolina, Kiawah Island (2003)
Brod-Posavina County, Slavonski Brod (2003)
Texas, Fort Worth (2003)
Oklahoma, Ponca City (2003)
California, San Diego (2003)
New Hampshire, Concord (2003)
Washington, Federal Way (2003)
Washington, Seattle (2003)
Texas, Fort Worth (2003)
Antioquia, Medellín (2003)
Illinois, Coal Valley (2003)
Quebec, Réservoir-Dozois (2003)
Texas, Arlington (2003)
California, Campo (2003)
Nebraska, Omaha (2003)
Colorado, Thornton (2003)
New Jersey, Weehawken (2004)
Northeastern Region, Akureyrarbær (2004)
England, Yeovil (2004)
Unknown, Yangjeong-dong (2004)
Connecticut, Talcottville (2004)
Wisconsin, River Falls (2004)
Pennsylvania, Hegins (2004)
Washington, Tacoma (2004)
Pennsylvania, Hegins (2004)
Texas, Dripping Springs (2004)
California, Hayward (2004)
Florida, Englewood (2004)
New Jersey, Newark (2004)
Florida, Palm Harbor (2004)
Illinois, Shorewood (2005)
Michigan, Kent City (2005)
New York, Yorktown Heights (2005)
Ohio, Findlay (2005)
Pennsylvania, Laughlintown (2005)
North Carolina, Browns Summit (2005)
North Carolina, Carrboro (2005)
New Jersey, Somerset County (2005)
Washington, Seattle (2005)
Washington, Seattle (2005)
Wisconsin, Pelican Lake (2005)
Wisconsin, Pelican Lake (2005)
North Carolina, Statesville (2005)
California, Los Angeles (2006)
North Carolina, Mars Hill (2006)
Virginia, Brookside (2006)
Unknown, Unknown (2006)
Illinois, Highland Park (2006)
Ontario, Kenora (2006)
Michigan, Frankfort (2006)
North Carolina, Mount Olive (2006)
Kentucky, Elizabethtown (2006)
British Columbia, Vancouver (2006)
Wisconsin, Sheboygan County (2006)
Ontario, Barrie (2007)
Tennessee, Algood (2007)
Oregon, Eugene (2007)
Minnesota, North St. Paul (2007)
Kansas, Mapleton (2007)
Florida, Silver Shores (2007)
Connecticut, Wallingford (2007)
Florida, New Port Richey (2007)
Manitoba, Brandon (2007)
Florida, Holopaw (2008)
North Carolina, Sunset Terrace (2008)
Pennsylvania, Rockwood (2008)
Texas, Spring (2008)
California, Martinez (2008)
Tennessee, Sullivan County (2008)
Tennessee, Sullivan County (2008)
Georgia, Athens (2008)
Vermont, Winhall (2008)
Georgia, Athens (2008)
New Mexico, Quemado (2008)
North Carolina, Moravian Falls (2008)
Virginia, New Town (2009)
California, Rio Vista (2009)
Pennsylvania, Bethlehem (2009)
Alberta, Red Deer (2009)
New York, West Babylon (2009)
Washington, Seattle (2009)
Michigan, L'Anse (2009)
Georgia, Atlanta (2009)
California, San Diego (2009)
Ohio, South Charleston (2009)
Alaska, Healy (2009)
Kentucky, Gainesway (2009)
Washington, Everett (2009)
Ontario, London (2009)
California, Los Angeles (2009)
South Carolina, Pelzer (2010)
California, Wainwright Village (2010)
Idaho, Hayden Lake (2010)
Idaho, Hayden (2010)
Colorado, Rangely (2010)
Massachusetts, Wedgemere (2010)
Wisconsin, Kenosha (2010)
California, Alameda (2010)
Indiana, Nashville (2010)
California, Santa Barbara (2010)
Illinois, Oak Forest (2010)
California, Joshua Tree (2010)
New York, Webster (2010)
California, Red Bluff (2010)
Minnesota, Copas (2010)
Kansas, Colby (2010)
Tennessee, Lakeland (2010)
California, Redlands (2010)
Washington, Whatcom County (2011)
Attica, Λαύριο (2011)
Massachusetts, Fitchburg (2011)
Texas, Round Rock (2011)
California, Pittsburg (2011)
Washington, Black Diamond (2011)
Massachusetts, Windsor (2011)
New Hampshire, Hampton Beach (2011)
New York, Rochester (2011)
Texas, Katy (2011)
North Carolina, Aulander (2011)
Louisiana, Church Point (2011)
Vermont, Essex (2011)
New Hampshire, Freedom (2011)
Missouri, Passaic (2011)
Arkansas, Bentonville (2011)
Oregon, Multnomah County (2011)
Ontario, Port Elgin (2011)
Pennsylvania, Wilkes-Barre (2011)
Newfoundland and Labrador, Unknown (2011)
Ontario, Beamsville (2011)
Ontario, Caledon (2011)
Nebraska, Ogallala (2011)
Ohio, Huron (2011)
Rhode Island, Narragansett (2011)
Michigan, Richland (2011)
New York, Kings Park (2011)
Ohio, Bellefontaine (2011)
Ohio, Glandorf (2011)
Florida, Riviera Beach (2011)
North Dakota, Grand Forks (2012)
California, Irvine (2012)
Texas, Mason (2012)
New Jersey, Montgomery Township (2012)
Illinois, Palatine (2012)
Illinois, Plainfield (2012)
Oklahoma, Owasso (2012)
Michigan, Clinton Township (2012)
Florida, Saint Augustine (2012)
Illinois, Moline (2012)
West Virginia, Chelsea (2012)
Arkansas, Farmington (2012)
Alaska, Fairbanks (2012)
Massachusetts, Marlboro (2012)
Kansas, Olathe (2012)
West Virginia, Logan (2013)
Ontario, Ottawa (2013)
Minnesota, Woodbury (2013)
Arkansas, Springdale (2013)
Florida, Palm Beach (2013)
California, Laguna Beach (2013)
North Carolina, Mount Airy (2013)
Ohio, Canton (2013)
Utah, Salt Lake City (2013)
Kansas, Yoder (2013)
Oregon, Lincoln City (2013)
Maryland, Robinson (2013)
England, Glastonbury (2013)
New York, Chittenango (2013)
California, Fresno (2013)
Missouri, Saint Louis (1962)
New Jersey, Palmyra (1975)
Alabama, Union Grove (1975)
Florida, Orlando (1980)
Massachusetts, Raynham (1981)
Illinois, Maroa (1983)
Arizona, Mohave County (1984)
Hawaii, Ewa Beach (1994)
California, Los Angeles (1995)
Missouri, Belton (1996)
Scotland, Barrhead (1998)
Wyoming, Cheyenne (1998)
California, Duarte (1998)
Oregon, Blue River (1998)
New York, White Plains (1998)
California, Salinas (1999)
California, Pittsburg (1999)
California, Santa Clara (1999)
Indiana, Indianapolis (1999)
Nevada, Clark County (1999)
Arkansas, Conway (1999)
New York, New York (1999)
Michigan, Grand Rapids (1999)
Indiana, Richmond (1999)
Washington, Ridgefield (1999)
Iowa, Brighton (1999)
Tennessee, Nashville (1999)
South Carolina, Summerville (1999)
Washington, Tonasket (1999)
California, Westlake Village (2000)
New York, Whitesboro (2001)
Illinois, Crescent City (2001)
Oregon, Columbia City (2001)
Michigan, Center Line (2001)
Ohio, Crestline (2001)
Arizona, Sedona (2001)
California, Mill Valley (2001)
Maine, Richmond (2002)
Ontario, Toronto (2002)
Texas, Fort Worth (2002)
Wisconsin, Door County (2002)
Washington, Lynnwood (2002)
Michigan, Mount Pleasant (2002)
Indiana, Northcrest (2002)
Florida, Brooksville (2002)
Illinois, Rochelle (2003)
Missouri, Rolla (2003)
Minnesota, Minneapolis (2003)
California, Walnut Creek (2003)
California, Belmont (2003)
California, Mariposa (2003)
California, Roseville (2003)
California, Forestville (2003)
Washington, Sedro-Woolley (2003)
Missouri, Oak Grove (2003)
Wisconsin, Shoto (2003)
England, Cranham (2003)
England, Long Buckby Wharf (2003)
Florida, Saint Augustine (2004)
California, Colache Town (2004)
California, Huntington Beach (2004)
Arizona, Glendale (2004)
California, Murrieta (2004)
New Jersey, Tangletown (2004)
North Carolina, Canto (2004)
California, Garden Grove (2004)
Louisiana, Bernard Terrace (2004)
Texas, Austin (2004)
Texas, Austin (2004)
California, Oakland (2004)
Tennessee, Bristol (2004)
Ontario, Kitchener (2004)
California, Mojave (2004)
England, City of London (2004)
Indiana, Monticello (2004)
Ontario, Toronto (2004)
England, Weymouth (2004)
Montana, Kalispell (2004)
Nevada, Washoe County (2004)
California, South Pasadena (2005)
Alberta, Sherwood Park (2005)
Baja California, Tijuana (2005)
Michigan, Ann Arbor (2005)
California, Redwood City (2005)
California, Berry Creek (2005)
Florida, Venice Beach (2005)
Gelderland, Zevenaar (2005)
New York, Schenevus (2005)
Kansas, Wichita (2005)
North Carolina, Boonville (2005)
California, Redondo Beach (2005)
New York, Chappaqua (2006)
Pennsylvania, Reading (2006)
California, San Diego (2006)
Minnesota, Saint Cloud (2006)
Nebraska, Omaha (2006)
Maryland, Silver Spring (2006)
California, Wainwright Village (2007)
California, Irvine (2007)
Georgia, Marble Hill (2007)
South Carolina, Ingram Beach (2007)
Wales, Newbridge (2007)
Pennsylvania, York (2007)
South Carolina, Myrtle Beach (2007)
Illinois, Oak Park (2007)
Ohio, Franklin Furnace (2007)
Missouri, Kansas City (2007)
Utah, Salt Lake City (2007)
North Carolina, Emerald Isle (2007)
Pennsylvania, Mechanicsburg (2007)
Pennsylvania, Wattsburg (2007)
Washington, Vancouver (2008)
Alabama, Eldridge (2008)
North Carolina, Maury (2008)
Washington, Spokane Valley (2008)
California, Modesto (2008)
Washington, Edmonds (2008)
Texas, Princeton (2009)
Ontario, Coniston (2009)
Ohio, Vandalia (2009)
Tamil Nadu, Chennai (2009)
Virginia, Midlothian (2009)
Oklahoma, Maysville (2009)
England, Bury St Edmunds (2009)
Illinois, Apple River (2009)
Scotland, Inverness (2009)
Ohio, Seven Hills (2009)
Illinois, Lombard (2009)
England, Preston (2009)
Washington, Edwall (2009)
Illinois, Plainfield (2010)
California, Los Angeles (2010)
Washington, Colville (2010)
Kentucky, Edmonton (2010)
Illinois, Crete (2010)
North Carolina, Rosman (2010)
Illinois, Naperville (2010)
Missouri, Lake Saint Louis (2010)
Maine, York (2010)
Kansas, Coffeyville (2010)
Wisconsin, Watertown (2010)
West Virginia, Huntington (2010)
Missouri, Osage Beach (2010)
Illinois, Rockford (2010)
Illinois, Crete (2010)
New York, Middletown (2010)
Florida, Carver Heights (2010)
England, Coalbrookdale (2010)
Kentucky, Lancaster (2010)
Utah, Salt Lake City (2010)
Scotland, Royal Burgh of Forfar (2010)
Indiana, Indianapolis (2010)
New York, Lindenhurst (2010)
Indiana, North Webster (2010)
Washington, Bellevue (2010)
Oregon, Grants Pass (2010)
England, Colchester (2010)
South Carolina, Marshall Heights (2010)
Arkansas, Dardanelle (2010)
Colorado, Centennial (2011)
Tennessee, Newport (2011)
New York, Savona (2011)
Minnesota, International Falls (2011)
Illinois, Ridgway (2011)
California, Visalia (2011)
Texas, Carrollton (2011)
Minnesota, International Falls (2011)
Illinois, Millstadt (2011)
Texas, Coppell (2011)
Baden-Württemberg, Mannheim (2011)
Texas, McKinney (2011)
Minnesota, Faribault (2011)
North Carolina, Winston-Salem (2011)
Ohio, Findlay (2011)
New Mexico, Roswell (2011)
Iowa, Tama (2011)
Arizona, Tucson (2011)
Pennsylvania, Lafayette Park (2011)
Iowa, Waterloo (2011)
Oregon, Corvallis (2011)
New York, Ashford Hollow (2011)
Pennsylvania, Cheswick (2011)
Missouri, Columbia (2011)
Washington, Olympia (2011)
California, Brea (2011)
Ohio, Toledo (2012)
Wisconsin, Sheboygan (2012)
Western Australia, Perth (2012)
Nevada, Las Vegas (2012)
Texas, Rancho Viejo (2012)
Oklahoma, Moore (2012)
Colorado, Fort Collins (2012)
Washington, Auburn (2012)
Utah, Alpine (2012)
Georgia, Lincolnton (2012)
New Mexico, Albuquerque (2012)
Ontario, Cochrane (2012)
New York, Suffolk County (2013)
Arkansas, Clarksville (2013)
Florida, Cutler Ridge (2013)
Nebraska, Bradshaw (2013)
Connecticut, Meriden (2013)
North Carolina, Waxhaw (2013)
California, Santa Ana (2013)
Maryland, Parkville (2013)
California, Malibu Riviera (2013)
Connecticut, Seymour (2013)
Oklahoma, Moore (2013)
Georgia, Covington (2013)
California, San Diego (2013)
Ohio, Warsaw (2013)
Ontario, Sault Ste. Marie (2013)
Georgia, Gainesville (2013)
Pennsylvania, Shavertown (2013)
California, Creekside Village (1957)
New York, Buffalo (1960)
New York, New York (1964)
New Jersey, Spotswood (1965)
California, Bakersfield (1966)
Nebraska, Columbus (1966)
Kentucky, Corydon (1967)
Saskatchewan, Saskatoon (1974)
California, Sonoma County (1975)
Ohio, Broadview Heights (1976)
England, Park Central (1976)
California, Morgan Hill (1980)
Alaska, Juneau (1985)
Vermont, Marolin Acres (1985)
New York, Groton (1991)
Idaho, Kamiah (1992)
Oregon, Wallowa County (1992)
Oklahoma, Coweta (1995)
New Mexico, Albuquerque (1995)
Idaho, Boise (1995)
North Carolina, Faith (1996)
Washington, Burbank Heights (1996)
South Carolina, Charleston (1998)
England, Shrewsbury (1998)
Michigan, West Tappan (1998)
Wyoming, Carbon County (1998)
Washington, Redmond (1999)
Wisconsin, Grand View (1999)
New York, Haverstraw (1999)
California, Placerville (1999)
Los Santos, Pedasí (1999)
New Hampshire, Durham (1999)
West Virginia, Sutton (1999)
California, Berkeley (1999)
Georgia, Hawkinsville (1999)
Minnesota, Zumbrota (1999)
Wisconsin, Tustin (1999)
Utah, Cedar City (1999)
Wisconsin, Town of Brule (1999)
California, Hanford (1999)
Kentucky, Liberty (1999)
England, Peterborough (1999)
Massachusetts, Coxs Corner (2000)
California, Redding (2000)
Maryland, Shipley (2000)
Alberta, Edmonton (2000)
Florida, Largo (2001)
Ohio, Fairborn (2001)
Connecticut, Westbrook (2001)
Washington, Auburn (2001)
New Jersey, Morristown (2001)
Alabama, Guntersville (2001)
West Virginia, Parkersburg (2001)
California, Healdsburg (2001)
California, Wasco (2001)
Hawaii, Honolulu (2001)
Connecticut, Newtown (2001)
Thessaly and Central Greece, Soutrali (2002)
Florida, Okaloosa County (2002)
Pennsylvania, Auburn (2002)
Illinois, Willowbrook (2002)
Kentucky, Louisville (2002)
Indiana, Mount Vernon (2002)
Wisconsin, Madison (2002)
Wisconsin, Coloma (2002)
Wisconsin, Pleasant Prairie (2002)
Texas, Houston (2002)
Indiana, South Bend (2003)
Arizona, Phoenix (2003)
England, Two Dales (2003)
Kentucky, Gainesway (2003)
California, San Diego (2003)
Nevada, Reno (2003)
Arizona, Chandler (2003)
California, Calaveras County (2003)
Washington, Burien (2003)
Oregon, Hillsboro (2003)
California, San Marcos (2003)
Michigan, Ludington (2004)
Wisconsin, Tess Corners (2004)
Tennessee, N C Love Addition (2004)
Maryland, Ocean City (2004)
Texas, Lewisville (2004)
Washington, Bainbridge Island (2004)
California, Murrieta (2004)
California, San Francisco (2004)
Texas, Hidalgo (2004)
Texas, Brackettville (2004)
Pennsylvania, Titusville (2004)
New York, New York (2005)
Kentucky, Mount Washington (2005)
Oregon, Eugene (2005)
Nevada, Las Vegas (2005)
Scotland, Newton of Falkland (2005)
California, Simi Valley (2005)
Texas, Arlington (2005)
Washington, Bothell (2005)
Utah, Wendover (2005)
South Carolina, Summerville (2005)
Colorado, Frederick (2006)
Tennessee, Livingston (2006)
California, Los Angeles (2006)
Tennessee, Clarksville (2006)
California, El Cajon (2006)
Ohio, Fairborn (2006)
Arizona, Gila Bend (2006)
California, Ontario (2006)
California, San Jose (2006)
Oregon, Salem (2007)
Ohio, Mansfield (2007)
New Hampshire, Alton (2007)
Iowa, Cedar Falls (2007)
Nevada, Reno (2007)
British Columbia, Maple Ridge (2007)
Texas, Hondo (2007)
New Mexico, Roswell (2007)
Texas, Southlake (2008)
Pennsylvania, Jeannette (2008)
Florida, Port St. Lucie (2008)
Arizona, Mesa (2008)
Texas, Pecos (2008)
California, Laguna Woods (2008)
Arkansas, Pine Bluff (2008)
Nova Scotia, Sydney (2008)
California, Murrieta (2008)
California, San Diego (2008)
Delaware, Newark (2009)
Washington, Spokane (2009)
California, Sacramento County (2009)
Texas, Corpus Christi (2009)
California, Glendora (2009)
Wisconsin, La Crosse (2009)
Indiana, Terre Haute (2009)
Colorado, Aurora (2009)
North Carolina, Warren County (2009)
New Jersey, Lodi (2009)
Michigan, Harrison Township (2009)
New York, Rochester (2009)
Iowa, Riverside (2009)
Pennsylvania, Penfield (2009)
England, Wichling (2009)
Maine, Bangor (2009)
Ohio, Monroe (2009)
North Carolina, Hendersonville (2009)
North Carolina, Raleigh (2010)
Washington, Kalama (2010)
Nova Scotia, Dartmouth (2010)
Illinois, Cook County (2010)
New Jersey, Reeds Beach (2010)
New Jersey, Atlantic Highlands (2010)
Delaware, Pigeon Run (2010)
California, Beverly Hills (2010)
Maine, Wells (2010)
Washington, Auburn (2010)
Tennessee, Clarksville (2010)
New York, City of North Tonawanda (2010)
Florida, Pensacola (2010)
California, Desert Hot Springs (2010)
Wisconsin, Elkhorn (2010)
Kentucky, Fort Wright (2010)
Ohio, Norwood (2010)
California, Hills Flat (2010)
Ohio, Thornville (2010)
New York, Rochester (2010)
Minnesota, Aitkin (2010)
Brittany, Le Moustoir (2011)
Idaho, Pocatello (2011)
Texas, Baytown (2011)
Oregon, Portland (2011)
Washington, Seattle (2011)
Guerrero, Acapulco (2011)
Florida, Miami (2011)
Oregon, Eugene (2011)
Illinois, Rockford (2011)
Ohio, Columbus (2011)
Texas, Copperas Cove (2011)
Minnesota, Lakeville (2011)
California, Riverside (2011)
California, Morgan Hill (2011)
Washington, Ellensburg (2012)
California, Pardee (2012)
California, Colonia Juarez (2012)
Washington, Kelso (2012)
Missouri, Springfield (2012)
New Hampshire, Lee (2012)
New York, Miller Place (2012)
Georgia, Duluth (2012)
West Virginia, Hurricane (2012)
Indiana, Indianapolis (2012)
Washington, Auburn (2012)
North Carolina, Elbaville (2013)
Nebraska, Lincoln (2013)
North Carolina, Kings Mountain (2013)
Maryland, Cockeysville (2013)
California, Susanville (2013)
Colorado, Denver (2013)
North Carolina, Elbaville (2013)
Arizona, Gilbert (2013)
Tennessee, Gallatin (2013)
California, Los Banos (2013)
California, Whittier (2013)
Massachusetts, Charles River Grove (2013)
North Carolina, Cary (2013)
California, Sacramento (2013)
Pennsylvania, Easton (2013)
North Carolina, Emerald Isle (2013)
Washington, Everett (2013)
Alabama, Hayden (2013)
Oregon, Merrill (2013)
Alaska, Fairbanks (2013)
Pennsylvania, Pittsburgh (2013)
Manitoba, Winnipeg (2013)
New York, Boston (2013)
Pennsylvania, Hungerford (2013)
Hainaut, Mellet (2013)
Massachusetts, South End (2013)
South Carolina, Surfside Beach (2013)
New York, Fairport (2013)
Washington, Pasco (1966)
Nebraska, Beatrice (1967)
Washington, Bellevue (1989)
Idaho, Kamiah (1992)
Washington, Seattle (1993)
Ontario, Brantford (1994)
Scotland, Stirling (1995)
Arizona, Mohave County (1995)
New Hampshire, Ashland (1995)
California, Shasta County (1996)
New Jersey, Englewood Cliffs (1996)
Washington, Kent (1997)
California, Bakersfield (1998)
Arizona, Cottonwood (1998)
Washington, Kittitas County (1998)
Kansas, Kansas City (1998)
Idaho, Idaho Falls (1998)
California, Baker (1999)
Minnesota, Minneapolis (1999)
Texas, Carrollton (1999)
New Hampshire, Columbia (1999)
Arizona, Kingman (1999)
Illinois, Frankfort (1999)
Wisconsin, De Pere (1999)
Texas, Sulphur Springs (1999)
Michigan, Highland Park (1999)
Ohio, Leipsic (2000)
New Hampshire, Hampton Beach (2000)
Washington, Tacoma (2000)
New York, Buffalo (2000)
Ohio, Peebles (2000)
California, Laguna Hills (2000)
Iowa, Rockwell City (2001)
California, Antioch (2001)
Connecticut, Stamford (2001)
Virginia, Leesburg (2001)
Connecticut, Manitock Spring (2001)
Maryland, Frederick (2001)
Oregon, Florence (2001)
Virginia, Richmond (2001)
North Carolina, Fuquay-Varina (2001)
Ohio, Medina (2001)
Illinois, Naperville (2001)
Virginia, Great Falls (2001)
Michigan, Center Line (2001)
Rhode Island, Lincoln (2001)
Michigan, Flushing (2001)
Département de M'bour, M'bour (2002)
Ohio, Marble Cliff (2002)
Ohio, Columbus (2002)
Kansas, Lawrence (2002)
Maryland, Saunders (2002)
Pennsylvania, Hillside Village (2002)
Colorado, Bellvue (2002)
Colorado, Fraser (2002)
Wyoming, Gillette (2002)
South Dakota, Spearfish (2002)
Wyoming, Baggs (2002)
Wyoming, Sheridan (2002)
Unknown, Jochon-dong (2002)
Arizona, Mesa (2002)
Kansas, Lawrence (2002)
Ohio, Cleveland (2002)
Ontario, Rodney (2002)
Michigan, Bad Axe (2002)
New York, New York (2003)
New Jersey, Kearny (2003)
England, Manchester (2003)
South Carolina, Myrtle Beach (2003)
Maine, Carrabassett Valley (2003)
North Carolina, Asheville (2003)
Missouri, Pleasant Hill (2003)
South Carolina, Conway (2003)
New York, New York (2003)
Florida, Lakeland (2004)
Virginia, Waynesboro (2004)
New York, New York (2004)
Texas, Austin (2004)
Michigan, Harbor Springs (2004)
Texas, Corpus Christi (2004)
Arizona, Glendale (2004)
Pennsylvania, Zelienople (2004)
Texas, Bedford (2004)
California, San Bernardino (2004)
Washington, Seattle (2004)
Kentucky, Panhandle (2004)
Tennessee, Clay County (2004)
Colorado, Littleton (2004)
Florida, Palm Beach (2004)
California, Morgan Hill (2005)
New Mexico, Suwanee (2005)
Ontario, Grimsby (2005)
Indiana, Columbia City (2005)
Pennsylvania, Columbia (2005)
North Carolina, Wilmington (2005)
North Carolina, Olin (2005)
Mississippi, Meadville (2005)
Alberta, Calgary (2005)
Texas, Jeff Davis County (2005)
Texas, Waco (2005)
California, Coronado (2005)
Washington, Seattle (2005)
Arizona, Phoenix (2005)
West Virginia, Hedgesville (2005)
Alberta, Whitecourt (2005)
California, Fresno County (2006)
Illinois, Carpentersville (2006)
Illinois, Salem (2006)
Oregon, Beaverton (2006)
Kansas, Holton (2006)
Indiana, Greensburg (2006)
Michigan, Dexter (2007)
Colorado, Englewood (2007)
England, Lowestoft (2007)
Antwerp, Mechelen (2007)
South Carolina, Andrews (2007)
New Hampshire, Contoocook (2007)
South Carolina, Surfside Beach (2007)
South Carolina, Myrtle Beach (2007)
Virginia, Northampton County (2007)
New York, Wesley Hills (2008)
California, Manteca (2008)
Nevada, Las Vegas (2008)
California, Ridgecrest (2008)
California, Ridgecrest (2008)
Florida, Wesley Chapel (2008)
Michigan, Quincy (2008)
Louisiana, Bernard Terrace (2008)
California, Beverly Hills (2008)
Tennessee, Knoxville (2008)
California, Paso Robles (2008)
Sindh, Saddar (2009)
Florida, Miami (2009)
Iowa, Newton (2009)
North Carolina, Mooresville (2009)
Michigan, Harrisville (2009)
Texas, Graford (2009)
Illinois, Macomb (2009)
Florida, Port St. Lucie (2009)
Minnesota, Saint Paul (2009)
Michigan, St. Johns (2009)
Texas, Bryan's Addition Colonia (2009)
New York, City of Lockport (2009)
New Jersey, Kearny (2010)
New York, Babylon (2010)
Connecticut, Stratford (2010)
Utah, Willard (2010)
Texas, Houston (2010)
Tennessee, Franklin (2010)
Texas, Azle (2010)
Ohio, Fremont (2010)
British Columbia, Nanaimo (2010)
Kansas, Goodland (2010)
Campania, Frignano (2010)
Ohio, Akron (2010)
Kansas, Wichita (2011)
Georgia, Covington (2011)
Washington, Duvall (2011)
Colorado, Fountain (2011)
Oklahoma, Cogar (2012)
California, Bridgeport (2012)
Massachusetts, North Falmouth (2012)
Missouri, East Prairie (2012)
Montana, Bozeman (2012)
New York, City of Lockport (2012)
Ontario, Beeton (2012)
Ohio, Heath (2012)
New York, New York (2012)
Virginia, Stafford (2012)
Texas, Austin (2012)
New Mexico, Albuquerque (2012)
Pennsylvania, Stroudsburg (2012)
Texas, Celina (2013)
New Jersey, Sicklerville (2013)
Nebraska, Lincoln (2013)
Ohio, Urbana (2013)
Idaho, Boise (2013)
Minnesota, Victoria (2013)
West Virginia, Augusta (2013)
California, Hemet (2013)
Georgia, Johns Creek (2013)
Washington, Prosser (2013)
Texas, Pyote (2013)
Georgia, Cumming (2013)
North Carolina, Asheville (2013)
Michigan, Gladstone (2013)
Pennsylvania, Northampton County (2013)
Maine, Searsmont (2013)
Virginia, Loudoun County (2013)
North Dakota, Arthur (1958)
Maryland, Baltimore (1967)
Pennsylvania, Pittsburgh (1970)
Ontario, Toronto (1974)
Kansas, Solomon (1981)
California, Palm Desert (1982)
New South Wales, Sydney (1983)
Delaware, Capitol Green (1990)
California, Stockton (1996)
Ohio, Manchester (1996)
Louisiana, Jefferson Parish (1997)
Colorado, Longmont (1998)
Quebec, Sainte-Geneviève-de-Berthier (1998)
Nevada, Fallon (1998)
England, Ampney Knowle (1998)
Michigan, Traverse City (1999)
Texas, Austin (1999)
Oregon, Salem (1999)
Texas, Wichita Falls (1999)
Florida, Orlando (1999)
Wisconsin, Madison (1999)
Oklahoma, Norman (1999)
Arkansas, Clarendon (1999)
Florida, Pittsburg (1999)
Florida, Englewood Beach (1999)
Louisiana, Brugier (1999)
Florida, Tampa (1999)
Florida, Miami-Dade County (1999)
Florida, Lake County (1999)
Florida, Saint Petersburg (1999)
Mississippi, Gulfport (1999)
California, Fresno County (1999)
Tennessee, Gallatin (1999)
California, Elk Grove (1999)
Wisconsin, Rhinelander (1999)
Indiana, Pierceton (1999)
Washington, Sumner (1999)
Oregon, Salem (1999)
British Columbia, Squamish (1999)
Oregon, Lake Oswego (1999)
Texas, Austin (1999)
Ontario, Unorganized Centre Parry Sound (1999)
Arizona, Yuma (2000)
Arizona, Glendale (2000)
New York, Syracuse (2000)
Kentucky, Benton (2000)
Colorado, Longmont (2000)
Saskatchewan, Regina (2001)
Oregon, Eugene (2001)
Virginia, Newport News (2001)
Washington, Vancouver (2001)
Thessaly and Central Greece, Trikala Municipality (2001)
Colorado, Park County (2002)
Ontario, (Old) Ottawa (2002)
Washington, Seattle (2002)
Massachusetts, Framingham (2002)
Michigan, City of Essexville (2002)
New York, New York (2002)
California, Elk Grove (2002)
Florida, Jacksonville (2002)
Tennessee, Creekmont (2002)
Washington, Seattle (2002)
Ontario, Lasalle (2002)
New York, Rochester (2002)
Massachusetts, Stanley (2002)
Vermont, Castleton (2002)
Oklahoma, Tulsa (2002)
Quebec, Gatineau (2002)
Illinois, Saint Rose (2002)
Washington, Trout Lake (2002)
Alabama, Guntersville (2002)
Virginia, Sterling (2002)
Ohio, Portsmouth (2002)
California, Montebello (2003)
Arizona, Maricopa (2003)
England, City of London (2003)
New Jersey, Weehawken (2003)
Baranya, Pécs (2003)
England, Luton (2003)
Indiana, Indianapolis (2003)
New Jersey, Millville (2003)
California, Riverside (2003)
Texas, Cypress (2003)
England, City of London (2004)
Ontario, Thunder Bay (2004)
New York, Village of Depew (2004)
Rhode Island, Kent County (2004)
Minnesota, Lakeville (2004)
Connecticut, Torrington (2004)
Arkansas, Fort Smith (2004)
Michigan, Jackson (2004)
Colorado, Montrose (2004)
California, Los Angeles (2005)
California, Big Sur (2005)
Washington, Redmond (2005)
Pennsylvania, Williamsport (2005)
Illinois, Lisle (2005)
New Jersey, Marlton (2005)
New Jersey, Oradell (2005)
British Columbia, Vancouver (2005)
Pennsylvania, Coverdale (2005)
Arizona, Pinal County (2005)
Indiana, Crown Point (2005)
Ohio, Willoughby (2005)
Rhode Island, Providence County (2006)
Ohio, Lewis Center (2006)
Michigan, Hudsonville (2006)
California, Harbor Pines (2006)
New York, Levittown (2006)
Washington, Vancouver (2006)
Hawaii, Omaopio (2006)
Arizona, Rio Rico (2006)
Arizona, Lake Havasu City (2006)
Nevada, Las Vegas (2007)
Texas, El Paso (2007)
Illinois, Orland Park (2007)
Louisiana, Doyline (2007)
Florida, Siesta Key (2007)
Connecticut, Beachdale (2007)
New York, Wesley Hills (2008)
California, San Jose (2008)
Michigan, Macomb Township (2008)
North Carolina, Wake Forest (2008)
Queensland, Brisbane City (2008)
New Jersey, Fairview (2008)
Washington, Tacoma (2008)
Iowa, Council Bluffs (2008)
Maine, Oakland (2008)
California, Glendale (2009)
Florida, Wiscon (2009)
Ohio, Conneaut (2009)
Michigan, Grosse Pointe (2009)
Massachusetts, Sandy Hill (2009)
California, San Jose (2009)
Wisconsin, Wausau (2009)
Connecticut, Bridgeport (2009)
Arkansas, Mountain Home (2009)
Maine, Wells (2009)
Colorado, Colorado Springs (2009)
Colorado, Antonito (2009)
California, San Jose (2009)
California, San Jose (2009)
Oregon, Ukiah (2009)
Florida, Naples (2009)
Oregon, Seaside (2010)
New York, Sullivan County (2010)
Connecticut, Plainville (2010)
Ohio, Lebanon (2010)
California, Modesto (2010)
Massachusetts, Chelmsford (2010)
Virginia, Portsmouth (2010)
Florida, Saint Augustine (2010)
Florida, Largo (2010)
California, Fort Jones (2010)
California, Escondido (2011)
Utah, Heber (2011)
New York, Nassau (2011)
California, Hemet (2011)
California, Sacramento (2011)
Texas, Friendswood (2011)
Missouri, Saint Peters (2011)
Texas, Pflugerville (2011)
Indiana, Cedar Lake (2011)
Saskatchewan, Blaine Lake (2012)
Washington, Walla Walla (2012)
Texas, Fort Worth (2012)
Kansas, Geary County (2012)
Florida, Delray Beach (2012)
Georgia, Conyers (2012)
New York, City of North Tonawanda (2012)
Wisconsin, Delafield (2012)
Arizona, Gilbert (2012)
Ontario, Ottawa (2012)
Washington, Franklin County (2012)
Washington, Vancouver (2012)
Pennsylvania, Trout Creek (2012)
Wisconsin, Stevens Point (2012)
Ontario, Brampton (2012)
Alaska, Willow Lake (2012)
Tennessee, Knoxville (2012)
Florida, Tampa (2013)
Colorado, Placerville (2013)
Connecticut, Portland (2013)
Texas, Tomball (2013)
Vermont, Montpelier (2013)
Minnesota, Cass Lake (2013)
Michigan, Dearborn Heights (2013)
Virginia, Richmond (2013)
New Hampshire, Rochester (2013)
Kentucky, Sebree (2013)
Wisconsin, Racine (2013)
California, San Diego (2013)
Massachusetts, Westport Factory (2013)
Wisconsin, Onalaska (2013)
Washington, Dayton (2013)
Alabama, Piedmont (2013)
Oregon, Springfield (2013)
Indiana, South Bend (2013)
Georgia, Cumming (2013)
Texas, Houston (2013)
California, Petaluma (2013)
Rhode Island, Coventry (2013)
Michigan, Ludington (2013)
Connecticut, North Woodbury (2013)
Saskatchewan, Candle Lake (2013)
Louisiana, Storyville (2013)
Ontario, Lambton Shores (2013)
New Hampshire, Manchester (2013)
New Jersey, Phillipsburg (2013)
Washington, Renton (2013)
California, Petaluma (2013)
New Jersey, Martins Landing (2013)
West Virginia, Hundred (1966)
California, Hermosa Beach (1967)
England, Nuncargate (1970)
Pennsylvania, Lewisburg (1973)
Alberta, Edmonton (1993)
Washington, Seattle (1996)
Hesse, Friedberg (Hesse) (1996)
Texas, Emory (1998)
Massachusetts, Andover (1999)
Missouri, French Village (1999)
Illinois, Prairie View (1999)
Washington, Desert Aire (1999)
Oregon, Alsea (1999)
California, Redding (1999)
Oregon, Alsea (1999)
Colorado, Denver (1999)
Washington, Spokane (1999)
Washington, Bellingham (1999)
Oregon, Albany (1999)
North Carolina, Greensboro (2000)
Texas, Houston (2000)
New York, New York (2000)
New York, New York (2000)
Massachusetts, Fall River (2000)
Washington, Walla Walla (2000)
Texas, Fort Worth (2001)
Washington, Granite Falls (2001)
Virginia, Newport News (2001)
Missouri, Saint Peters (2001)
Virginia, Manassas (2001)
Oregon, Salem (2001)
Pennsylvania, Castle Shannon (2001)
Arizona, Flagstaff (2001)
New York, New York (2002)
Illinois, Aviston (2002)
Vermont, Nevesville (2002)
New York, Accord (2002)
Washington, Friday Harbor (2002)
New Jersey, Millstone (2002)
New York, New York (2002)
Texas, Abilene (2002)
South Carolina, Hilton Head Island (2002)
Tennessee, Germantown (2002)
New York, New York (2002)
District of Columbia, Washington (2002)
Connecticut, Windmill Springs (2002)
British Columbia, Township of Langley (2002)
New York, Central Square (2002)
New York, Hamburg (2002)
Massachusetts, Foxborough (2002)
Ohio, Milford (2002)
Nevada, Fallon (2002)
Hawaii, Omaopio (2003)
Ontario, Dunnville (2003)
Scotland, Newton of Falkland (2003)
South Carolina, Ingram Beach (2003)
Texas, Wichita Falls (2003)
Washington, Maple Valley (2003)
New York, New York (2003)
New Jersey, Bedminster (2003)
Alaska, Anchorage (2003)
Washington, Renton (2003)
Iowa, Cedar Rapids (2003)
England, Humberston Grange (2004)
California, Martinez (2004)
Hawaii, Waipahu (2004)
Texas, Euless (2004)
California, Maywood (2004)
Texas, Austin (2004)
Florida, Miami (2005)
Washington, Clark County (2005)
Ohio, Columbiana (2005)
Georgia, Gainesville (2005)
Quebec, Montreal (2005)
Kentucky, Morehead (2005)
California, Los Angeles (2005)
New York, Chenango Forks (2005)
Massachusetts, Westborough (2005)
Arizona, Buckeye (2005)
Oregon, Albany (2005)
Idaho, Spirit Lake (2005)
Rogaland, Bryne (2005)
New York, Village of Orchard Park (2006)
New Hampshire, Hampton (2006)
Washington, Spokane (2006)
Pennsylvania, Allentown (2006)
Maine, Berwick (2006)
Illinois, Godfrey (2006)
England, Claverham (2006)
Nevada, Reno (2007)
South Carolina, Isle of Palms (2007)
California, Santa Maria (2007)
California, Grover Beach (2007)
Washington, Woodinville Junction (2007)
Montana, Stevensville (2007)
Vermont, Hyde Park (2007)
Wisconsin, Onalaska (2007)
Quebec, Saint-Bruno-de-Guigues (2007)
England, New Alresford (2007)
England, City of London (2007)
Washington, Edmonds (2007)
New York, Buffalo (2007)
Arkansas, Holly Springs (2007)
New Brunswick, Fredericton (2007)
Kentucky, Lynnville (2008)
Florida, Englewood (2008)
Massachusetts, Wilbraham (2008)
Pennsylvania, Reading (2008)
California, Newbury Park (2009)
California, Los Angeles (2009)
Iowa, Muscatine (2009)
California, Paradise (2009)
Arizona, Tuba City (2009)
Texas, Coppell (2009)
Wisconsin, Eleva (2009)
Michigan, Oakland County (2009)
Missouri, Saint Charles (2009)
California, Santa Clara (2009)
Texas, McKinney (2009)
Illinois, Franklin Park (2009)
Illinois, Carbondale (2009)
Minnesota, Ely (2009)
Wisconsin, La Crosse (2009)
Montana, Anaconda (2009)
Minnesota, Isanti (2009)
Nova Scotia, Middle Sackville (2009)
Colorado, Paonia (2009)
Oregon, Portland (2009)
Florida, Boca Raton (2009)
Michigan, Dearborn Heights (2009)
Indiana, Indianapolis (2009)
Michigan, Jackson (2009)
Michigan, Millington (2009)
Ontario, Hamilton (2009)
New York, Hamburg (2009)
Michigan, Holland (2009)
Oregon, Springfield (2009)
Oregon, Tigard (2009)
Washington, Kennewick (2009)
California, Roseville (2009)
Indiana, Eaton (2009)
Indiana, Carmel (2009)
Maryland, Lutherville (2009)
Colorado, Thornton (2009)
Nebraska, Lincoln (2009)
Maryland, Hyattsville (2010)
Pennsylvania, Shickshinny (2010)
Virginia, Salem (2010)
Michigan, Lake City (2010)
Illinois, Crandall (2010)
Maryland, Crofton (2010)
New York, Niagara Falls (2010)
Virginia, Louisa (2010)
Arizona, Maricopa (2010)
New York, Niagara Falls (2010)
North Carolina, North Wilkesboro (2011)
North Carolina, Fuquay-Varina (2011)
Alberta, City of Spruce Grove (2011)
New Mexico, Farmington (2011)
Oklahoma, Tulsa (2011)
Michigan, Canton (2011)
Pennsylvania, Lock Haven (2011)
Wisconsin, Milwaukee (2011)
California, Blythe (2011)
Colorado, Windsor (2011)
Delaware, Claymont Village (2011)
Illinois, Lakemoor (2011)
Illinois, Lakemoor (2011)
Illinois, Rockford (2011)
Illinois, Rockford (2011)
Indiana, Evansville (2011)
Florida, Miami (2012)
Pennsylvania, Stroudsburg (2012)
Florida, Broward County (2012)
Mississippi, Gulfport (2012)
England, Wichling (2012)
Texas, Waxahachie (2012)
Montana, Rocky Boy (2012)
Alaska, Wasilla (2012)
Ohio, Pickerington (2012)
England, City of London (2012)
Colorado, Longmont (2012)
California, Santa Clarita (2012)
Ontario, Collingwood (2012)
New York, Troy (2012)
Illinois, Benton (2012)
Manitoba, Portage la Prairie (2012)
Washington, Seattle (2012)
Kansas, Wichita (2012)
New York, City of Lockport (2012)
Indiana, Northcrest (2012)
Pennsylvania, Wexford (2012)
Iowa, Des Moines (2012)
Ontario, Kitchener (2012)
Michigan, Troy (2012)
Manitoba, Winnipeg (2012)
Florida, Palm Beach County (2012)
New Mexico, Albuquerque (2012)
British Columbia, Maple Ridge (2012)
British Columbia, Maple Ridge (2012)
Texas, Austin (2012)
Pennsylvania, Pittsburgh (2012)
Virginia, Shadwell Estates (2012)
California, Point Arena (2012)
Washington, Birch Bay (2013)
California, Fresno (2013)
Michigan, Coldwater (2013)
Texas, Austin (2013)
Texas, Killeen (2013)
South Cyprus, Limassol (2013)
Maine, Caribou (2013)
Florida, Port St. Lucie (2013)
Florida, Port St. Lucie (2013)
California, Lincoln (2013)
Kansas, Wichita (2013)
Ontario, Thunder Bay (2013)
Washington, Silverdale (2013)
Kansas, Derby (2013)
Texas, Fort Worth (2013)
Indiana, Northcrest (2013)
Washington, Everett (2013)
Pennsylvania, Philadelphia (1952)
Texas, Beaumont (1954)
Virginia, Norfolk (1956)
California, Wainwright Village (1968)
California, Santa Rosa (1968)
Texas, Austin (1969)
New Jersey, Vineland (1975)
California, Imperial Beach (1978)
California, Los Angeles County (1979)
New Jersey, Brick Township (1980)
New York, Mount Kisco (1982)
California, Fresno County (1984)
West Virginia, Big Run (1988)
California, Chico (1994)
Illinois, St. Charles (1995)
Washington, Silverdale (1995)
Georgia, Savannah (1996)
California, San Francisco (1996)
Nevada, Las Vegas (1997)
Oregon, Roseburg (1997)
Wisconsin, Tomah (1998)
Washington, Renton (1999)
California, Los Altos (1999)
California, Shasta Lake (1999)
Florida, Marathon (1999)
Prince Edward Island, Charlottetown (1999)
Washington, Bothell (1999)
California, Mount Shasta (1999)
California, Santa Cruz (1999)
California, Shasta Lake (1999)
Quintana Roo, Cozumel (1999)
Pennsylvania, Reading (2000)
Pennsylvania, Mechanicsburg (2000)
Pennsylvania, Coatesville (2000)
Montana, Gardiner (2000)
New Jersey, Colemantown (2000)
Pennsylvania, Philadelphia (2000)
New Mexico, Alamogordo (2000)
Pennsylvania, Hickory Corners (2000)
Mississippi, White Oak (2000)
Michigan, Johannesburg (2000)
Georgia, Dahlonega (2000)
England, Lincoln (2001)
Michigan, Detroit (2001)
Massachusetts, Pepperell (2001)
California, San Diego (2001)
Washington, Spokane (2001)
California, Los Angeles County (2001)
New Hampshire, Groton (2001)
Massachusetts, South End (2001)
Texas, Rochelle (2001)
Oregon, Eugene (2001)
Ohio, Holland (2002)
Pennsylvania, North Mehoopany (2002)
New York, Remsenburg (2002)
New York, Remsenburg (2002)
Phetchabun Province, Ban Khlong Takro (2002)
Texas, Huntsville (2002)
South Carolina, Myrtle Beach (2003)
Florida, Fort Lauderdale (2003)
Florida, Miami (2003)
Florida, Punta Gorda (2003)
Florida, Tampa (2003)
Florida, Tampa (2003)
Florida, Sarasota (2003)
Florida, Clearwater (2003)
Florida, Palm Beach County (2003)
Florida, Port St. Lucie (2003)
Tennessee, Rogersville (2003)
Florida, Lake Worth Beach (2003)
California, Los Angeles (2003)
Missouri, Clinton (2003)
Maryland, Ellicott City (2003)
New York, Norfolk (2003)
California, Calexico (2003)
South Carolina, Myrtle Beach (2003)
South Carolina, Myrtle Beach (2003)
South Carolina, Myrtle Beach (2003)
Arizona, Prescott (2003)
South Carolina, Surfside Beach (2003)
Florida, Tallahassee (2003)
South Carolina, Myrtle Beach (2003)
British Columbia, Cranbrook (2003)
Maine, Waterville (2003)
Florida, Palm Beach County (2004)
New York, New York (2004)
North Carolina, Raeford (2004)
California, Fresno (2004)
Wisconsin, Racine (2004)
Dubai, Unknown (2004)
Mississippi, Natchez (2004)
Nebraska, Lincoln (2004)
Georgia, Lincolnton (2004)
South Holland, Krimpen aan den IJssel (2004)
Michigan, Corunna (2004)
Missouri, Kansas City (2004)
Florida, Palm Beach (2005)
Oregon, Beaverton (2005)
Minnesota, Nodine (2005)
Missouri, Pineville (2005)
Prince Edward Island, Georgetown (2005)
Texas, Bertram (2005)
Quebec, Montreal (2005)
Ontario, Sault Ste. Marie (2005)
Arizona, Pinal County (2005)
Ontario, Markham (2005)
Michigan, Sturgis (2006)
Florida, Brevard County (2006)
California, Cupertino (2006)
England, Knaresborough (2006)
Minnesota, Farmington (2006)
Pennsylvania, Good Spring (2006)
California, Orange (2007)
Wales, Caerleon (2007)
Illinois, Palatine (2007)
Texas, Austin (2007)
Victoria, Melbourne (2007)
Florida, Saint Petersburg (2007)
California, Antelope (2007)
Oregon, Keizer (2007)
Nevada, Las Vegas (2007)
Washington, Tukwila (2007)
New York, Lake Grove (2008)
Florida, Palm Beach (2008)
Florida, Wildwood (2008)
Texas, Palestine (2008)
Oregon, Medford (2008)
Florida, Clermont (2008)
Texas, El Paso (2008)
Florida, Lake Worth Beach (2008)
Illinois, Shelbyville (2008)
South Carolina, Aynor (2008)
Ohio, Holland (2009)
Scotland, Aberdeenshire (2009)
Colorado, Denver (2009)
Alabama, Franklin (2009)
Nevada, Mesquite (2009)
Colorado, Lafayette (2009)
Alabama, Birmingham (2009)
Texas, Fort Worth (2009)
Massachusetts, Highlands (2009)
New York, Hicksville (2009)
New York, Poughquag (2009)
Maine, Lyman (2009)
California, Lower Lake (2009)
Illinois, South Elgin (2009)
Iowa, Ames (2009)
Oregon, Elkton (2009)
Wisconsin, Town of Mountain (2009)
Ohio, Akron (2009)
Missouri, Columbia (2009)
Montana, Wolf Point (2009)
New Hampshire, Colebrook (2009)
England, Rufford CP (2009)
Rhineland-Palatinate, Erzhütten (2009)
Michigan, Boyne City (2009)
Michigan, Fountain (2009)
Michigan, Albion (2009)
Florida, Key Largo (2010)
New York, New York (2010)
Washington, Spanaway (2010)
Florida, Lake Panasoffkee (2010)
Arizona, Tucson (2010)
Ohio, Troy (2010)
Maryland, Baltimore (2010)
Illinois, Tinley Park (2010)
Arizona, Phoenix (2010)
Texas, Austin (2010)
Michigan, Brighton (2010)
Florida, Gainesville (2010)
Florida, Gainesville (2010)
New Mexico, Lemitar (2010)
California, North Ontario (2010)
Alabama, Addison (2011)
North Carolina, Hampstead (2011)
Alabama, Double Springs (2011)
North Carolina, Wilmington (2011)
Oregon, Portland (2011)
California, Santa Barbara (2011)
New York, Rochester (2011)
Florida, Bradenton (2011)
South Carolina, Mitchellville (2011)
New York, Montauk (2011)
California, Chula Vista (2011)
California, Chula Vista (2011)
Washington, Kenmore (2011)
Illinois, Mokena (2011)
Wisconsin, La Crosse (2012)
Tennessee, Murfreesboro (2012)
Massachusetts, Malden Centre (2012)
Maryland, Riverdale (2012)
Texas, Rancho Viejo (2012)
New Jersey, Montclair (2012)
Virginia, Norfolk (2012)
Nova Scotia, Pictou Landing (2012)
Illinois, Waukegan (2012)
Missouri, Belton (2012)
Tennessee, Jackson (2012)
California, Arcata (2012)
North Carolina, Centerview (2012)
Tennessee, Murfreesboro (2012)
North Carolina, Five Points (2012)
New York, Alden Manor (2012)
Tennessee, Creekmont (2012)
California, Ventura (2012)
Utah, Chattel Number 5 (2012)
Indiana, Elkhart (2012)
New York, New York (2012)
South Carolina, Pawleys Island (2012)
California, Ventura (2012)
South Carolina, Charleston (2012)
Georgia, Gainesville (2012)
Virginia, Norfolk (2013)
New York, Buffalo (2013)
Ohio, Struthers (2013)
California, San Diego (2013)
Texas, Cedar Park (2013)
Alberta, Leduc County (2013)
New Jersey, Clifton (2013)
Alabama, Tuscaloosa (2013)
Tennessee, Clarksville (2013)
Lublin Voivodeship, Kolonia Aleksandrów (2013)
Florida, Gainesville (2013)
North Carolina, Hampstead (2013)
Prince Edward Island, Milton Station (2013)
Georgia, Woodstock (2013)
Tennessee, Nashville (2013)
Idaho, Boise (2013)
California, Napa Abajo (2013)
Virginia, Vienna (2013)
Oklahoma, Edmond (2013)

from folium import Icon

# Example: Use different marker colors based on encounter duration
for idx, row in data_2.iterrows():
    if pd.notnull(row['latitude']) and pd.notnull(row['longitude']):
        # Assuming 'Data.Encounter duration' is in seconds and you've categorized durations
        if row['length_of_encounter_seconds'] > 3600:  # Longer than an hour
            icon_color = 'red'
        else:
            icon_color = 'green'

        folium.Marker(
            [row['latitude'], row['longitude']],
            popup=f"{row['Region']}, {row['Locale']} ({row['Year']})",
            icon=Icon(color=icon_color)
        ).add_to(ufo_map)

from folium.plugins import HeatMap

# Create a new map for the heatmap
heatmap_map = folium.Map(location=[latitude_center, longitude_center], zoom_start=5)

# Assuming data_2 has been cleaned to remove NaN values in 'Latitude' and 'Longitude'
heat_data = [[row['latitude'], row['longitude']] for index, row in data_2.iterrows()]

HeatMap(heat_data).add_to(heatmap_map)

# Save the heatmap map to an HTML file
heatmap_map.save('ufo_sightings_heatmap.html')

from folium.plugins import HeatMap

heatmap_map = folium.Map(location=[latitude_center, longitude_center], zoom_start=5)
heat_data = [[row['latitude'], row['longitude']] for index, row in data_2.iterrows()]

# Adding customizations to the HeatMap
HeatMap(heat_data, radius=12, blur=15, min_opacity=0.5, max_zoom=5).add_to(heatmap_map)

heatmap_map.save('ufo_sightings_heatmap.html')

heatmap_map # Displaying the heatmap

# Example of adding more details to the popup
for idx, row in data_2.iterrows():
    if pd.notnull(row['latitude']) and pd.notnull(row['longitude']):
        popup_content = f"""
        <strong>City:</strong> {row['Locale']}<br>
        <strong>State:</strong> {row['Region']}<br>
        <strong>Year:</strong> {row['Year']}<br>
        <strong>Description:</strong> {row['Encounter_Duration'][:100]}...<br>
        """
        folium.Marker(
            [row['latitude'], row['longitude']],
            popup=folium.Popup(popup_content, max_width=450)
        ).add_to(ufo_map)
        print(popup_content)

Streaming output truncated to the last 5000 lines.
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Columbia<br>
        <strong>State:</strong> New Hampshire<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Kingman<br>
        <strong>State:</strong> Arizona<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> app:4 mm...<br>
        

        <strong>City:</strong> Frankfort<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 20 min...<br>
        

        <strong>City:</strong> De Pere<br>
        <strong>State:</strong> Wisconsin<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> approx. 1 hr...<br>
        

        <strong>City:</strong> Sulphur Springs<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Highland Park<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 30-45 seconds...<br>
        

        <strong>City:</strong> Leipsic<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 18 minutes...<br>
        

        <strong>City:</strong> Hampton Beach<br>
        <strong>State:</strong> New Hampshire<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 3-4 seconds...<br>
        

        <strong>City:</strong> Tacoma<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 5-10 minutes...<br>
        

        <strong>City:</strong> Buffalo<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 3.5 hrs....<br>
        

        <strong>City:</strong> Peebles<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 2 min....<br>
        

        <strong>City:</strong> Laguna Hills<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> ~25 minutes...<br>
        

        <strong>City:</strong> Rockwell City<br>
        <strong>State:</strong> Iowa<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 4 min.s...<br>
        

        <strong>City:</strong> Antioch<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Stamford<br>
        <strong>State:</strong> Connecticut<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 30 seconds...<br>
        

        <strong>City:</strong> Leesburg<br>
        <strong>State:</strong> Virginia<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Manitock Spring<br>
        <strong>State:</strong> Connecticut<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 1min. 25 sec....<br>
        

        <strong>City:</strong> Frederick<br>
        <strong>State:</strong> Maryland<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 30 minutes...<br>
        

        <strong>City:</strong> Florence<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 30 seconds...<br>
        

        <strong>City:</strong> Richmond<br>
        <strong>State:</strong> Virginia<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 12 minutes...<br>
        

        <strong>City:</strong> Fuquay-Varina<br>
        <strong>State:</strong> North Carolina<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 15 seconds...<br>
        

        <strong>City:</strong> Medina<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 15  min...<br>
        

        <strong>City:</strong> Naperville<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 30 seconds...<br>
        

        <strong>City:</strong> Great Falls<br>
        <strong>State:</strong> Virginia<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> hour...<br>
        

        <strong>City:</strong> Center Line<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Lincoln<br>
        <strong>State:</strong> Rhode Island<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 2-3 minutes...<br>
        

        <strong>City:</strong> Flushing<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 5 to ten seconds...<br>
        

        <strong>City:</strong> M'bour<br>
        <strong>State:</strong> Département de M'bour<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Marble Cliff<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Columbus<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 1-2 minutes...<br>
        

        <strong>City:</strong> Lawrence<br>
        <strong>State:</strong> Kansas<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 2 min...<br>
        

        <strong>City:</strong> Saunders<br>
        <strong>State:</strong> Maryland<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 10 seconds...<br>
        

        <strong>City:</strong> Hillside Village<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> approx. 3 mins...<br>
        

        <strong>City:</strong> Bellvue<br>
        <strong>State:</strong> Colorado<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 2 min....<br>
        

        <strong>City:</strong> Fraser<br>
        <strong>State:</strong> Colorado<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Gillette<br>
        <strong>State:</strong> Wyoming<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Spearfish<br>
        <strong>State:</strong> South Dakota<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 1-2 minutes...<br>
        

        <strong>City:</strong> Baggs<br>
        <strong>State:</strong> Wyoming<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Sheridan<br>
        <strong>State:</strong> Wyoming<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 20 seconds...<br>
        

        <strong>City:</strong> Jochon-dong<br>
        <strong>State:</strong> Unknown<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Mesa<br>
        <strong>State:</strong> Arizona<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> several minutes...<br>
        

        <strong>City:</strong> Lawrence<br>
        <strong>State:</strong> Kansas<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 15 seconds...<br>
        

        <strong>City:</strong> Cleveland<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> about a minute...<br>
        

        <strong>City:</strong> Rodney<br>
        <strong>State:</strong> Ontario<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 4 minutes...<br>
        

        <strong>City:</strong> Bad Axe<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 1minute...<br>
        

        <strong>City:</strong> New York<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 3 seconds...<br>
        

        <strong>City:</strong> Kearny<br>
        <strong>State:</strong> New Jersey<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> hour plus...<br>
        

        <strong>City:</strong> Manchester<br>
        <strong>State:</strong> England<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Myrtle Beach<br>
        <strong>State:</strong> South Carolina<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 5-10 minutes...<br>
        

        <strong>City:</strong> Carrabassett Valley<br>
        <strong>State:</strong> Maine<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 15 min. +...<br>
        

        <strong>City:</strong> Asheville<br>
        <strong>State:</strong> North Carolina<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> less than 30 seconds...<br>
        

        <strong>City:</strong> Pleasant Hill<br>
        <strong>State:</strong> Missouri<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 30-45 sec...<br>
        

        <strong>City:</strong> Conway<br>
        <strong>State:</strong> South Carolina<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> New York<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 1 hour...<br>
        

        <strong>City:</strong> Lakeland<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 2-3 min...<br>
        

        <strong>City:</strong> Waynesboro<br>
        <strong>State:</strong> Virginia<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 1 hour...<br>
        

        <strong>City:</strong> New York<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 50 minutes...<br>
        

        <strong>City:</strong> Austin<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 30 sec...<br>
        

        <strong>City:</strong> Harbor Springs<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 30 minutes...<br>
        

        <strong>City:</strong> Corpus Christi<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 2-3 minutes...<br>
        

        <strong>City:</strong> Glendale<br>
        <strong>State:</strong> Arizona<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 15 to 20 seconds...<br>
        

        <strong>City:</strong> Zelienople<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Bedford<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 40-50 seconds...<br>
        

        <strong>City:</strong> San Bernardino<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Seattle<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 3-4 seconds...<br>
        

        <strong>City:</strong> Panhandle<br>
        <strong>State:</strong> Kentucky<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 3 hrs...<br>
        

        <strong>City:</strong> Clay County<br>
        <strong>State:</strong> Tennessee<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 30seconds...<br>
        

        <strong>City:</strong> Littleton<br>
        <strong>State:</strong> Colorado<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Palm Beach<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Morgan Hill<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> approx. 60 sec....<br>
        

        <strong>City:</strong> Suwanee<br>
        <strong>State:</strong> New Mexico<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 5 - 10 minutes...<br>
        

        <strong>City:</strong> Grimsby<br>
        <strong>State:</strong> Ontario<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> >1 hr....<br>
        

        <strong>City:</strong> Columbia City<br>
        <strong>State:</strong> Indiana<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Columbia<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 30 seconds...<br>
        

        <strong>City:</strong> Wilmington<br>
        <strong>State:</strong> North Carolina<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 5 min....<br>
        

        <strong>City:</strong> Olin<br>
        <strong>State:</strong> North Carolina<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> about 6 seconds...<br>
        

        <strong>City:</strong> Meadville<br>
        <strong>State:</strong> Mississippi<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> approx.5or6 min...<br>
        

        <strong>City:</strong> Calgary<br>
        <strong>State:</strong> Alberta<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 10 min....<br>
        

        <strong>City:</strong> Jeff Davis County<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 2 hours...<br>
        

        <strong>City:</strong> Waco<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 2minutes...<br>
        

        <strong>City:</strong> Coronado<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Seattle<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 10 seconds...<br>
        

        <strong>City:</strong> Phoenix<br>
        <strong>State:</strong> Arizona<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> >5 minutes...<br>
        

        <strong>City:</strong> Hedgesville<br>
        <strong>State:</strong> West Virginia<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 30 plus minutes...<br>
        

        <strong>City:</strong> Whitecourt<br>
        <strong>State:</strong> Alberta<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Fresno County<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> seconds...<br>
        

        <strong>City:</strong> Carpentersville<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 3 sec...<br>
        

        <strong>City:</strong> Salem<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> approx. 5 mins...<br>
        

        <strong>City:</strong> Beaverton<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 30 seconds...<br>
        

        <strong>City:</strong> Holton<br>
        <strong>State:</strong> Kansas<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 40 minutes...<br>
        

        <strong>City:</strong> Greensburg<br>
        <strong>State:</strong> Indiana<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> the object floated throug...<br>
        

        <strong>City:</strong> Dexter<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 8 min...<br>
        

        <strong>City:</strong> Englewood<br>
        <strong>State:</strong> Colorado<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 20 min. +...<br>
        

        <strong>City:</strong> Lowestoft<br>
        <strong>State:</strong> England<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Mechelen<br>
        <strong>State:</strong> Antwerp<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 3 or 4 minutes...<br>
        

        <strong>City:</strong> Andrews<br>
        <strong>State:</strong> South Carolina<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> less that 1 min....<br>
        

        <strong>City:</strong> Contoocook<br>
        <strong>State:</strong> New Hampshire<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Surfside Beach<br>
        <strong>State:</strong> South Carolina<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> usually last a few second...<br>
        

        <strong>City:</strong> Myrtle Beach<br>
        <strong>State:</strong> South Carolina<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Northampton County<br>
        <strong>State:</strong> Virginia<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 30 - 45 seconds...<br>
        

        <strong>City:</strong> Wesley Hills<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 60 seconds...<br>
        

        <strong>City:</strong> Manteca<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 10 min...<br>
        

        <strong>City:</strong> Las Vegas<br>
        <strong>State:</strong> Nevada<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 10 min +...<br>
        

        <strong>City:</strong> Ridgecrest<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 15 seconds...<br>
        

        <strong>City:</strong> Ridgecrest<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 15 seconds...<br>
        

        <strong>City:</strong> Wesley Chapel<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 4 hours...<br>
        

        <strong>City:</strong> Quincy<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 3  otr 4 min...<br>
        

        <strong>City:</strong> Bernard Terrace<br>
        <strong>State:</strong> Louisiana<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 1 min...<br>
        

        <strong>City:</strong> Beverly Hills<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 9-10 min...<br>
        

        <strong>City:</strong> Knoxville<br>
        <strong>State:</strong> Tennessee<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 10 min....<br>
        

        <strong>City:</strong> Paso Robles<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 12 seconds...<br>
        

        <strong>City:</strong> Saddar<br>
        <strong>State:</strong> Sindh<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 3:00...<br>
        

        <strong>City:</strong> Miami<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 15 seconds...<br>
        

        <strong>City:</strong> Newton<br>
        <strong>State:</strong> Iowa<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Mooresville<br>
        <strong>State:</strong> North Carolina<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 2 hours...<br>
        

        <strong>City:</strong> Harrisville<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 1.5 - 2 min....<br>
        

        <strong>City:</strong> Graford<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 3-4 m...<br>
        

        <strong>City:</strong> Macomb<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 45 seconds...<br>
        

        <strong>City:</strong> Port St. Lucie<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 2 hrs....<br>
        

        <strong>City:</strong> Saint Paul<br>
        <strong>State:</strong> Minnesota<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> St. Johns<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 1-2 minutes...<br>
        

        <strong>City:</strong> Bryan's Addition Colonia<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 3-4 minutes...<br>
        

        <strong>City:</strong> City of Lockport<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Kearny<br>
        <strong>State:</strong> New Jersey<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 20 mins...<br>
        

        <strong>City:</strong> Babylon<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 20 minutes...<br>
        

        <strong>City:</strong> Stratford<br>
        <strong>State:</strong> Connecticut<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Willard<br>
        <strong>State:</strong> Utah<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 3-5 minutes...<br>
        

        <strong>City:</strong> Houston<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 10-15 minutes...<br>
        

        <strong>City:</strong> Franklin<br>
        <strong>State:</strong> Tennessee<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 4 mins...<br>
        

        <strong>City:</strong> Azle<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 6 seconds...<br>
        

        <strong>City:</strong> Fremont<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Nanaimo<br>
        <strong>State:</strong> British Columbia<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Goodland<br>
        <strong>State:</strong> Kansas<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 10 sec...<br>
        

        <strong>City:</strong> Frignano<br>
        <strong>State:</strong> Campania<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 10 minuti...<br>
        

        <strong>City:</strong> Akron<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 40 seconds...<br>
        

        <strong>City:</strong> Wichita<br>
        <strong>State:</strong> Kansas<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 30 seconds...<br>
        

        <strong>City:</strong> Covington<br>
        <strong>State:</strong> Georgia<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 15 sec...<br>
        

        <strong>City:</strong> Duvall<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 5 min...<br>
        

        <strong>City:</strong> Fountain<br>
        <strong>State:</strong> Colorado<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Cogar<br>
        <strong>State:</strong> Oklahoma<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Bridgeport<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 2 hours...<br>
        

        <strong>City:</strong> North Falmouth<br>
        <strong>State:</strong> Massachusetts<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> East Prairie<br>
        <strong>State:</strong> Missouri<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 10:00...<br>
        

        <strong>City:</strong> Bozeman<br>
        <strong>State:</strong> Montana<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> seconds...<br>
        

        <strong>City:</strong> City of Lockport<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 2-5 minutes...<br>
        

        <strong>City:</strong> Beeton<br>
        <strong>State:</strong> Ontario<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 6-7 seconds...<br>
        

        <strong>City:</strong> Heath<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> New York<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Stafford<br>
        <strong>State:</strong> Virginia<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 1-2 minutes...<br>
        

        <strong>City:</strong> Austin<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Albuquerque<br>
        <strong>State:</strong> New Mexico<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> hour +...<br>
        

        <strong>City:</strong> Stroudsburg<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Celina<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Sicklerville<br>
        <strong>State:</strong> New Jersey<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Lincoln<br>
        <strong>State:</strong> Nebraska<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 45 minutes...<br>
        

        <strong>City:</strong> Urbana<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 20 minutes...<br>
        

        <strong>City:</strong> Boise<br>
        <strong>State:</strong> Idaho<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Victoria<br>
        <strong>State:</strong> Minnesota<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 20 minutes...<br>
        

        <strong>City:</strong> Augusta<br>
        <strong>State:</strong> West Virginia<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Hemet<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Johns Creek<br>
        <strong>State:</strong> Georgia<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 30-45 minutes...<br>
        

        <strong>City:</strong> Prosser<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 3 seconds...<br>
        

        <strong>City:</strong> Pyote<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 45 minutes...<br>
        

        <strong>City:</strong> Cumming<br>
        <strong>State:</strong> Georgia<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Asheville<br>
        <strong>State:</strong> North Carolina<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Gladstone<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 10 seconds...<br>
        

        <strong>City:</strong> Northampton County<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Searsmont<br>
        <strong>State:</strong> Maine<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 30 minutes...<br>
        

        <strong>City:</strong> Loudoun County<br>
        <strong>State:</strong> Virginia<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 30 seconds...<br>
        

        <strong>City:</strong> Arthur<br>
        <strong>State:</strong> North Dakota<br>
        <strong>Year:</strong> 1958<br>
        <strong>Description:</strong> 5-15 min....<br>
        

        <strong>City:</strong> Baltimore<br>
        <strong>State:</strong> Maryland<br>
        <strong>Year:</strong> 1967<br>
        <strong>Description:</strong> 5 mins...<br>
        

        <strong>City:</strong> Pittsburgh<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 1970<br>
        <strong>Description:</strong> 15 seconds...<br>
        

        <strong>City:</strong> Toronto<br>
        <strong>State:</strong> Ontario<br>
        <strong>Year:</strong> 1974<br>
        <strong>Description:</strong> secconds...<br>
        

        <strong>City:</strong> Solomon<br>
        <strong>State:</strong> Kansas<br>
        <strong>Year:</strong> 1981<br>
        <strong>Description:</strong> several minutes...<br>
        

        <strong>City:</strong> Palm Desert<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 1982<br>
        <strong>Description:</strong> 30 secondds...<br>
        

        <strong>City:</strong> Sydney<br>
        <strong>State:</strong> New South Wales<br>
        <strong>Year:</strong> 1983<br>
        <strong>Description:</strong> 15 seconds...<br>
        

        <strong>City:</strong> Capitol Green<br>
        <strong>State:</strong> Delaware<br>
        <strong>Year:</strong> 1990<br>
        <strong>Description:</strong> 1:00...<br>
        

        <strong>City:</strong> Stockton<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 1996<br>
        <strong>Description:</strong> 4 minutes...<br>
        

        <strong>City:</strong> Manchester<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 1996<br>
        <strong>Description:</strong> 20 min....<br>
        

        <strong>City:</strong> Jefferson Parish<br>
        <strong>State:</strong> Louisiana<br>
        <strong>Year:</strong> 1997<br>
        <strong>Description:</strong> 5 mins...<br>
        

        <strong>City:</strong> Longmont<br>
        <strong>State:</strong> Colorado<br>
        <strong>Year:</strong> 1998<br>
        <strong>Description:</strong> 1 second...<br>
        

        <strong>City:</strong> Sainte-Geneviève-de-Berthier<br>
        <strong>State:</strong> Quebec<br>
        <strong>Year:</strong> 1998<br>
        <strong>Description:</strong> 2min...<br>
        

        <strong>City:</strong> Fallon<br>
        <strong>State:</strong> Nevada<br>
        <strong>Year:</strong> 1998<br>
        <strong>Description:</strong> 3 min...<br>
        

        <strong>City:</strong> Ampney Knowle<br>
        <strong>State:</strong> England<br>
        <strong>Year:</strong> 1998<br>
        <strong>Description:</strong> 20-30mins...<br>
        

        <strong>City:</strong> Traverse City<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Austin<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 45 minutes...<br>
        

        <strong>City:</strong> Salem<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 2-3seconds...<br>
        

        <strong>City:</strong> Wichita Falls<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Orlando<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 6 minutes...<br>
        

        <strong>City:</strong> Madison<br>
        <strong>State:</strong> Wisconsin<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 3-5 min...<br>
        

        <strong>City:</strong> Norman<br>
        <strong>State:</strong> Oklahoma<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> two minutes...<br>
        

        <strong>City:</strong> Clarendon<br>
        <strong>State:</strong> Arkansas<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Pittsburg<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 1 min. ?...<br>
        

        <strong>City:</strong> Englewood Beach<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> one minute...<br>
        

        <strong>City:</strong> Brugier<br>
        <strong>State:</strong> Louisiana<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 10 mins...<br>
        

        <strong>City:</strong> Tampa<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 3-5 minutes...<br>
        

        <strong>City:</strong> Miami-Dade County<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 30sec...<br>
        

        <strong>City:</strong> Lake County<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 3 min....<br>
        

        <strong>City:</strong> Saint Petersburg<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 15-30sec...<br>
        

        <strong>City:</strong> Gulfport<br>
        <strong>State:</strong> Mississippi<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 3-5min...<br>
        

        <strong>City:</strong> Fresno County<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 2 seconds...<br>
        

        <strong>City:</strong> Gallatin<br>
        <strong>State:</strong> Tennessee<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 30 seconds...<br>
        

        <strong>City:</strong> Elk Grove<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 1hr10min...<br>
        

        <strong>City:</strong> Rhinelander<br>
        <strong>State:</strong> Wisconsin<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 30seconds...<br>
        

        <strong>City:</strong> Pierceton<br>
        <strong>State:</strong> Indiana<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 45 minutes...<br>
        

        <strong>City:</strong> Sumner<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 3 to 4 min....<br>
        

        <strong>City:</strong> Salem<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 11/2-3 seconds...<br>
        

        <strong>City:</strong> Squamish<br>
        <strong>State:</strong> British Columbia<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Lake Oswego<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 5min....<br>
        

        <strong>City:</strong> Austin<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 30 min. +...<br>
        

        <strong>City:</strong> Unorganized Centre Parry Sound<br>
        <strong>State:</strong> Ontario<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Yuma<br>
        <strong>State:</strong> Arizona<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 10 min...<br>
        

        <strong>City:</strong> Glendale<br>
        <strong>State:</strong> Arizona<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Syracuse<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 5 mins...<br>
        

        <strong>City:</strong> Benton<br>
        <strong>State:</strong> Kentucky<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 10 to 20 min...<br>
        

        <strong>City:</strong> Longmont<br>
        <strong>State:</strong> Colorado<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 1 sec....<br>
        

        <strong>City:</strong> Regina<br>
        <strong>State:</strong> Saskatchewan<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 2 hours...<br>
        

        <strong>City:</strong> Eugene<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Newport News<br>
        <strong>State:</strong> Virginia<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Vancouver<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 5 - 7 sec....<br>
        

        <strong>City:</strong> Trikala Municipality<br>
        <strong>State:</strong> Thessaly and Central Greece<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 15mins...<br>
        

        <strong>City:</strong> Park County<br>
        <strong>State:</strong> Colorado<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 3 hours...<br>
        

        <strong>City:</strong> (Old) Ottawa<br>
        <strong>State:</strong> Ontario<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 15 min...<br>
        

        <strong>City:</strong> Seattle<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 20 seconds...<br>
        

        <strong>City:</strong> Framingham<br>
        <strong>State:</strong> Massachusetts<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 90 sec...<br>
        

        <strong>City:</strong> City of Essexville<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> New York<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> about 30 min...<br>
        

        <strong>City:</strong> Elk Grove<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 1 hour...<br>
        

        <strong>City:</strong> Jacksonville<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 1 second...<br>
        

        <strong>City:</strong> Creekmont<br>
        <strong>State:</strong> Tennessee<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Seattle<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Lasalle<br>
        <strong>State:</strong> Ontario<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 1-2hrs...<br>
        

        <strong>City:</strong> Rochester<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 1 hour...<br>
        

        <strong>City:</strong> Stanley<br>
        <strong>State:</strong> Massachusetts<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 60 seconds...<br>
        

        <strong>City:</strong> Castleton<br>
        <strong>State:</strong> Vermont<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 15-20 sec....<br>
        

        <strong>City:</strong> Tulsa<br>
        <strong>State:</strong> Oklahoma<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 5-7 seconds...<br>
        

        <strong>City:</strong> Gatineau<br>
        <strong>State:</strong> Quebec<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 30 seconds...<br>
        

        <strong>City:</strong> Saint Rose<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Trout Lake<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 20 seconds...<br>
        

        <strong>City:</strong> Guntersville<br>
        <strong>State:</strong> Alabama<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> less than 5 minutes...<br>
        

        <strong>City:</strong> Sterling<br>
        <strong>State:</strong> Virginia<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 1 hour +...<br>
        

        <strong>City:</strong> Portsmouth<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Montebello<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 1 hour...<br>
        

        <strong>City:</strong> Maricopa<br>
        <strong>State:</strong> Arizona<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 15-30 min....<br>
        

        <strong>City:</strong> City of London<br>
        <strong>State:</strong> England<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 10 sec...<br>
        

        <strong>City:</strong> Weehawken<br>
        <strong>State:</strong> New Jersey<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 4 minutes...<br>
        

        <strong>City:</strong> Pécs<br>
        <strong>State:</strong> Baranya<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 25min...<br>
        

        <strong>City:</strong> Luton<br>
        <strong>State:</strong> England<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 20 secs...<br>
        

        <strong>City:</strong> Indianapolis<br>
        <strong>State:</strong> Indiana<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Millville<br>
        <strong>State:</strong> New Jersey<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Riverside<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 30 min?...<br>
        

        <strong>City:</strong> Cypress<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 1.5 sec...<br>
        

        <strong>City:</strong> City of London<br>
        <strong>State:</strong> England<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 10mins...<br>
        

        <strong>City:</strong> Thunder Bay<br>
        <strong>State:</strong> Ontario<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Village of Depew<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 20 minutes...<br>
        

        <strong>City:</strong> Kent County<br>
        <strong>State:</strong> Rhode Island<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 18+minutes...<br>
        

        <strong>City:</strong> Lakeville<br>
        <strong>State:</strong> Minnesota<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 15min...<br>
        

        <strong>City:</strong> Torrington<br>
        <strong>State:</strong> Connecticut<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 15 seconds...<br>
        

        <strong>City:</strong> Fort Smith<br>
        <strong>State:</strong> Arkansas<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Jackson<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Montrose<br>
        <strong>State:</strong> Colorado<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 20 minutes...<br>
        

        <strong>City:</strong> Los Angeles<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Big Sur<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 30 seconds...<br>
        

        <strong>City:</strong> Redmond<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 4 minutes +...<br>
        

        <strong>City:</strong> Williamsport<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 1 hour...<br>
        

        <strong>City:</strong> Lisle<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 4 mins...<br>
        

        <strong>City:</strong> Marlton<br>
        <strong>State:</strong> New Jersey<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Oradell<br>
        <strong>State:</strong> New Jersey<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Vancouver<br>
        <strong>State:</strong> British Columbia<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Coverdale<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> about five mins...<br>
        

        <strong>City:</strong> Pinal County<br>
        <strong>State:</strong> Arizona<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 15 min....<br>
        

        <strong>City:</strong> Crown Point<br>
        <strong>State:</strong> Indiana<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Willoughby<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> less than 5 minutes...<br>
        

        <strong>City:</strong> Providence County<br>
        <strong>State:</strong> Rhode Island<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 15 seconds...<br>
        

        <strong>City:</strong> Lewis Center<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Hudsonville<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 6-7 minutes...<br>
        

        <strong>City:</strong> Harbor Pines<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 20 minutes...<br>
        

        <strong>City:</strong> Levittown<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 40 sec...<br>
        

        <strong>City:</strong> Vancouver<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 7 minutes...<br>
        

        <strong>City:</strong> Omaopio<br>
        <strong>State:</strong> Hawaii<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 4 minutes...<br>
        

        <strong>City:</strong> Rio Rico<br>
        <strong>State:</strong> Arizona<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 20 sec...<br>
        

        <strong>City:</strong> Lake Havasu City<br>
        <strong>State:</strong> Arizona<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 10 sec....<br>
        

        <strong>City:</strong> Las Vegas<br>
        <strong>State:</strong> Nevada<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> a second...<br>
        

        <strong>City:</strong> El Paso<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 20 min....<br>
        

        <strong>City:</strong> Orland Park<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 2 min...<br>
        

        <strong>City:</strong> Doyline<br>
        <strong>State:</strong> Louisiana<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 20 seconds...<br>
        

        <strong>City:</strong> Siesta Key<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 8 seconds...<br>
        

        <strong>City:</strong> Beachdale<br>
        <strong>State:</strong> Connecticut<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> seconds...<br>
        

        <strong>City:</strong> Wesley Hills<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 30 seconds...<br>
        

        <strong>City:</strong> San Jose<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 5 min...<br>
        

        <strong>City:</strong> Macomb Township<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Wake Forest<br>
        <strong>State:</strong> North Carolina<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Brisbane City<br>
        <strong>State:</strong> Queensland<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 1 min...<br>
        

        <strong>City:</strong> Fairview<br>
        <strong>State:</strong> New Jersey<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Tacoma<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Council Bluffs<br>
        <strong>State:</strong> Iowa<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> two minutes...<br>
        

        <strong>City:</strong> Oakland<br>
        <strong>State:</strong> Maine<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Glendale<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 5 sec....<br>
        

        <strong>City:</strong> Wiscon<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 15-18 minutes...<br>
        

        <strong>City:</strong> Conneaut<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 15 sec...<br>
        

        <strong>City:</strong> Grosse Pointe<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 1 min...<br>
        

        <strong>City:</strong> Sandy Hill<br>
        <strong>State:</strong> Massachusetts<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 3 mins...<br>
        

        <strong>City:</strong> San Jose<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 45 min...<br>
        

        <strong>City:</strong> Wausau<br>
        <strong>State:</strong> Wisconsin<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 20 min....<br>
        

        <strong>City:</strong> Bridgeport<br>
        <strong>State:</strong> Connecticut<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> about 6 minutes...<br>
        

        <strong>City:</strong> Mountain Home<br>
        <strong>State:</strong> Arkansas<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Wells<br>
        <strong>State:</strong> Maine<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Colorado Springs<br>
        <strong>State:</strong> Colorado<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Antonito<br>
        <strong>State:</strong> Colorado<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 20 seconds...<br>
        

        <strong>City:</strong> San Jose<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 40 min...<br>
        

        <strong>City:</strong> San Jose<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 20 minutes...<br>
        

        <strong>City:</strong> Ukiah<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Naples<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 6 minutes...<br>
        

        <strong>City:</strong> Seaside<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Sullivan County<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 1 hr...<br>
        

        <strong>City:</strong> Plainville<br>
        <strong>State:</strong> Connecticut<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 25 seconds...<br>
        

        <strong>City:</strong> Lebanon<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 1 min...<br>
        

        <strong>City:</strong> Modesto<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 30 min...<br>
        

        <strong>City:</strong> Chelmsford<br>
        <strong>State:</strong> Massachusetts<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Portsmouth<br>
        <strong>State:</strong> Virginia<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Saint Augustine<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 3-7 minutes...<br>
        

        <strong>City:</strong> Largo<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Fort Jones<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 8 seconds...<br>
        

        <strong>City:</strong> Escondido<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Heber<br>
        <strong>State:</strong> Utah<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> >3 minutes...<br>
        

        <strong>City:</strong> Nassau<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 10 seconds...<br>
        

        <strong>City:</strong> Hemet<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 1 min...<br>
        

        <strong>City:</strong> Sacramento<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Friendswood<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Saint Peters<br>
        <strong>State:</strong> Missouri<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 30-45sec...<br>
        

        <strong>City:</strong> Pflugerville<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 10 seconds...<br>
        

        <strong>City:</strong> Cedar Lake<br>
        <strong>State:</strong> Indiana<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 20sec...<br>
        

        <strong>City:</strong> Blaine Lake<br>
        <strong>State:</strong> Saskatchewan<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 7 hours...<br>
        

        <strong>City:</strong> Walla Walla<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Fort Worth<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Geary County<br>
        <strong>State:</strong> Kansas<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 45 seconds...<br>
        

        <strong>City:</strong> Delray Beach<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 1 hr +...<br>
        

        <strong>City:</strong> Conyers<br>
        <strong>State:</strong> Georgia<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 5 min...<br>
        

        <strong>City:</strong> City of North Tonawanda<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> few minutes...<br>
        

        <strong>City:</strong> Delafield<br>
        <strong>State:</strong> Wisconsin<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 2 seconds...<br>
        

        <strong>City:</strong> Gilbert<br>
        <strong>State:</strong> Arizona<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Ottawa<br>
        <strong>State:</strong> Ontario<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Franklin County<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Vancouver<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> about 4 minutes...<br>
        

        <strong>City:</strong> Trout Creek<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Stevens Point<br>
        <strong>State:</strong> Wisconsin<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Brampton<br>
        <strong>State:</strong> Ontario<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 20 minutes...<br>
        

        <strong>City:</strong> Willow Lake<br>
        <strong>State:</strong> Alaska<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Knoxville<br>
        <strong>State:</strong> Tennessee<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Tampa<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Placerville<br>
        <strong>State:</strong> Colorado<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 15 seconds...<br>
        

        <strong>City:</strong> Portland<br>
        <strong>State:</strong> Connecticut<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> >45 minutes...<br>
        

        <strong>City:</strong> Tomball<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 30 seconds...<br>
        

        <strong>City:</strong> Montpelier<br>
        <strong>State:</strong> Vermont<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Cass Lake<br>
        <strong>State:</strong> Minnesota<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 10 seconds...<br>
        

        <strong>City:</strong> Dearborn Heights<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 45 seconds...<br>
        

        <strong>City:</strong> Richmond<br>
        <strong>State:</strong> Virginia<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 1 hour...<br>
        

        <strong>City:</strong> Rochester<br>
        <strong>State:</strong> New Hampshire<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Sebree<br>
        <strong>State:</strong> Kentucky<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 20 seconds...<br>
        

        <strong>City:</strong> Racine<br>
        <strong>State:</strong> Wisconsin<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 2 seconds...<br>
        

        <strong>City:</strong> San Diego<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 2-5 minutes...<br>
        

        <strong>City:</strong> Westport Factory<br>
        <strong>State:</strong> Massachusetts<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Onalaska<br>
        <strong>State:</strong> Wisconsin<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Dayton<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 30 minutes...<br>
        

        <strong>City:</strong> Piedmont<br>
        <strong>State:</strong> Alabama<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 1 hour...<br>
        

        <strong>City:</strong> Springfield<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 30 seconds...<br>
        

        <strong>City:</strong> South Bend<br>
        <strong>State:</strong> Indiana<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 1-3 minutes...<br>
        

        <strong>City:</strong> Cumming<br>
        <strong>State:</strong> Georgia<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 90 seconds...<br>
        

        <strong>City:</strong> Houston<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Petaluma<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 5-7 seconds...<br>
        

        <strong>City:</strong> Coventry<br>
        <strong>State:</strong> Rhode Island<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Ludington<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 35 minutes...<br>
        

        <strong>City:</strong> North Woodbury<br>
        <strong>State:</strong> Connecticut<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 4 minutes...<br>
        

        <strong>City:</strong> Candle Lake<br>
        <strong>State:</strong> Saskatchewan<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Storyville<br>
        <strong>State:</strong> Louisiana<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 20 seconds...<br>
        

        <strong>City:</strong> Lambton Shores<br>
        <strong>State:</strong> Ontario<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 7-10 minutes...<br>
        

        <strong>City:</strong> Manchester<br>
        <strong>State:</strong> New Hampshire<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 7 minutes...<br>
        

        <strong>City:</strong> Phillipsburg<br>
        <strong>State:</strong> New Jersey<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 5:00...<br>
        

        <strong>City:</strong> Renton<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Petaluma<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 7-10 seconds...<br>
        

        <strong>City:</strong> Martins Landing<br>
        <strong>State:</strong> New Jersey<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Hundred<br>
        <strong>State:</strong> West Virginia<br>
        <strong>Year:</strong> 1966<br>
        <strong>Description:</strong> 30 sec...<br>
        

        <strong>City:</strong> Hermosa Beach<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 1967<br>
        <strong>Description:</strong> 1-2 minutes...<br>
        

        <strong>City:</strong> Nuncargate<br>
        <strong>State:</strong> England<br>
        <strong>Year:</strong> 1970<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Lewisburg<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 1973<br>
        <strong>Description:</strong> 3min...<br>
        

        <strong>City:</strong> Edmonton<br>
        <strong>State:</strong> Alberta<br>
        <strong>Year:</strong> 1993<br>
        <strong>Description:</strong> 4-5 hours...<br>
        

        <strong>City:</strong> Seattle<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 1996<br>
        <strong>Description:</strong> 2-3 hours...<br>
        

        <strong>City:</strong> Friedberg (Hesse)<br>
        <strong>State:</strong> Hesse<br>
        <strong>Year:</strong> 1996<br>
        <strong>Description:</strong> 1:10...<br>
        

        <strong>City:</strong> Emory<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 1998<br>
        <strong>Description:</strong> 4 sec...<br>
        

        <strong>City:</strong> Andover<br>
        <strong>State:</strong> Massachusetts<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> about a day...<br>
        

        <strong>City:</strong> French Village<br>
        <strong>State:</strong> Missouri<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 1-2 seconds...<br>
        

        <strong>City:</strong> Prairie View<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Desert Aire<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 20 minutes...<br>
        

        <strong>City:</strong> Alsea<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 3-4 minutes...<br>
        

        <strong>City:</strong> Redding<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 2:47...<br>
        

        <strong>City:</strong> Alsea<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> less than 5 min...<br>
        

        <strong>City:</strong> Denver<br>
        <strong>State:</strong> Colorado<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 15 min aprox...<br>
        

        <strong>City:</strong> Spokane<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Bellingham<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 10 seconds...<br>
        

        <strong>City:</strong> Albany<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> appox 10-15 sec...<br>
        

        <strong>City:</strong> Greensboro<br>
        <strong>State:</strong> North Carolina<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 12 minutes...<br>
        

        <strong>City:</strong> Houston<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 1.5 -2 mins...<br>
        

        <strong>City:</strong> New York<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 15 mins...<br>
        

        <strong>City:</strong> New York<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 16 mins...<br>
        

        <strong>City:</strong> Fall River<br>
        <strong>State:</strong> Massachusetts<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> an hour...<br>
        

        <strong>City:</strong> Walla Walla<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> ten minutes...<br>
        

        <strong>City:</strong> Fort Worth<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 30 sec....<br>
        

        <strong>City:</strong> Granite Falls<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Newport News<br>
        <strong>State:</strong> Virginia<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> half an hour (maybe longe...<br>
        

        <strong>City:</strong> Saint Peters<br>
        <strong>State:</strong> Missouri<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Manassas<br>
        <strong>State:</strong> Virginia<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Salem<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Castle Shannon<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 30secs...<br>
        

        <strong>City:</strong> Flagstaff<br>
        <strong>State:</strong> Arizona<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 5-7 minutes...<br>
        

        <strong>City:</strong> New York<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 10 seconds...<br>
        

        <strong>City:</strong> Aviston<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Nevesville<br>
        <strong>State:</strong> Vermont<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Accord<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Friday Harbor<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 7 minutes...<br>
        

        <strong>City:</strong> Millstone<br>
        <strong>State:</strong> New Jersey<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> < 1 minute...<br>
        

        <strong>City:</strong> New York<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 1-2hr...<br>
        

        <strong>City:</strong> Abilene<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 5-6 sec....<br>
        

        <strong>City:</strong> Hilton Head Island<br>
        <strong>State:</strong> South Carolina<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Germantown<br>
        <strong>State:</strong> Tennessee<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 4 seconds...<br>
        

        <strong>City:</strong> New York<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Washington<br>
        <strong>State:</strong> District of Columbia<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 30 min...<br>
        

        <strong>City:</strong> Windmill Springs<br>
        <strong>State:</strong> Connecticut<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 3 to 5 minutes...<br>
        

        <strong>City:</strong> Township of Langley<br>
        <strong>State:</strong> British Columbia<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 30 seconds...<br>
        

        <strong>City:</strong> Central Square<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 2 hours...<br>
        

        <strong>City:</strong> Hamburg<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> a few minutes...<br>
        

        <strong>City:</strong> Foxborough<br>
        <strong>State:</strong> Massachusetts<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 2 or 3 minutes...<br>
        

        <strong>City:</strong> Milford<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 2or3min...<br>
        

        <strong>City:</strong> Fallon<br>
        <strong>State:</strong> Nevada<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 10 seconds...<br>
        

        <strong>City:</strong> Omaopio<br>
        <strong>State:</strong> Hawaii<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 15-20 seconds...<br>
        

        <strong>City:</strong> Dunnville<br>
        <strong>State:</strong> Ontario<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 30-50 secs...<br>
        

        <strong>City:</strong> Newton of Falkland<br>
        <strong>State:</strong> Scotland<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Ingram Beach<br>
        <strong>State:</strong> South Carolina<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 2-3 seconds...<br>
        

        <strong>City:</strong> Wichita Falls<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Maple Valley<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> one second...<br>
        

        <strong>City:</strong> New York<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 1 min approx...<br>
        

        <strong>City:</strong> Bedminster<br>
        <strong>State:</strong> New Jersey<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 10 seconds...<br>
        

        <strong>City:</strong> Anchorage<br>
        <strong>State:</strong> Alaska<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 20 secs...<br>
        

        <strong>City:</strong> Renton<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 2 seconds...<br>
        

        <strong>City:</strong> Cedar Rapids<br>
        <strong>State:</strong> Iowa<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 15 min...<br>
        

        <strong>City:</strong> Humberston Grange<br>
        <strong>State:</strong> England<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 10 secs...<br>
        

        <strong>City:</strong> Martinez<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> three to four minutes...<br>
        

        <strong>City:</strong> Waipahu<br>
        <strong>State:</strong> Hawaii<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 2 hours...<br>
        

        <strong>City:</strong> Euless<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 25 seconds...<br>
        

        <strong>City:</strong> Maywood<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> one hour...<br>
        

        <strong>City:</strong> Austin<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> seconds...<br>
        

        <strong>City:</strong> Miami<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 40 minutes...<br>
        

        <strong>City:</strong> Clark County<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> hour...<br>
        

        <strong>City:</strong> Columbiana<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 5minutes...<br>
        

        <strong>City:</strong> Gainesville<br>
        <strong>State:</strong> Georgia<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 1-2 minutes...<br>
        

        <strong>City:</strong> Montreal<br>
        <strong>State:</strong> Quebec<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Morehead<br>
        <strong>State:</strong> Kentucky<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 5 min...<br>
        

        <strong>City:</strong> Los Angeles<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 3-5 min....<br>
        

        <strong>City:</strong> Chenango Forks<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 10 min...<br>
        

        <strong>City:</strong> Westborough<br>
        <strong>State:</strong> Massachusetts<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 1 hour...<br>
        

        <strong>City:</strong> Buckeye<br>
        <strong>State:</strong> Arizona<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 1 hr x&#39s 3 days...<br>
        

        <strong>City:</strong> Albany<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 4 seconds...<br>
        

        <strong>City:</strong> Spirit Lake<br>
        <strong>State:</strong> Idaho<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Bryne<br>
        <strong>State:</strong> Rogaland<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 5 sec...<br>
        

        <strong>City:</strong> Village of Orchard Park<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Hampton<br>
        <strong>State:</strong> New Hampshire<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 5 min...<br>
        

        <strong>City:</strong> Spokane<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Allentown<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Berwick<br>
        <strong>State:</strong> Maine<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 1 minute or more...<br>
        

        <strong>City:</strong> Godfrey<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 5 to 7 sec....<br>
        

        <strong>City:</strong> Claverham<br>
        <strong>State:</strong> England<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Reno<br>
        <strong>State:</strong> Nevada<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Isle of Palms<br>
        <strong>State:</strong> South Carolina<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 20 minutes...<br>
        

        <strong>City:</strong> Santa Maria<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 10-15 seconds...<br>
        

        <strong>City:</strong> Grover Beach<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 15-20 seconds...<br>
        

        <strong>City:</strong> Woodinville Junction<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 1 min...<br>
        

        <strong>City:</strong> Stevensville<br>
        <strong>State:</strong> Montana<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> aound 5 min....<br>
        

        <strong>City:</strong> Hyde Park<br>
        <strong>State:</strong> Vermont<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 1 min...<br>
        

        <strong>City:</strong> Onalaska<br>
        <strong>State:</strong> Wisconsin<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Saint-Bruno-de-Guigues<br>
        <strong>State:</strong> Quebec<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 10-15 seconds...<br>
        

        <strong>City:</strong> New Alresford<br>
        <strong>State:</strong> England<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> City of London<br>
        <strong>State:</strong> England<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 30sec to a min...<br>
        

        <strong>City:</strong> Edmonds<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Buffalo<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 5 min...<br>
        

        <strong>City:</strong> Holly Springs<br>
        <strong>State:</strong> Arkansas<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Fredericton<br>
        <strong>State:</strong> New Brunswick<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Lynnville<br>
        <strong>State:</strong> Kentucky<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 8 minutes approx....<br>
        

        <strong>City:</strong> Englewood<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 10 seconds...<br>
        

        <strong>City:</strong> Wilbraham<br>
        <strong>State:</strong> Massachusetts<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 2.5 hours...<br>
        

        <strong>City:</strong> Reading<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 20 minutes...<br>
        

        <strong>City:</strong> Newbury Park<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 4 minutes...<br>
        

        <strong>City:</strong> Los Angeles<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> approx. 30 secs....<br>
        

        <strong>City:</strong> Muscatine<br>
        <strong>State:</strong> Iowa<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 3 min...<br>
        

        <strong>City:</strong> Paradise<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 3-4 minutes...<br>
        

        <strong>City:</strong> Tuba City<br>
        <strong>State:</strong> Arizona<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Coppell<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 4 minutes...<br>
        

        <strong>City:</strong> Eleva<br>
        <strong>State:</strong> Wisconsin<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 4 minutes...<br>
        

        <strong>City:</strong> Oakland County<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 20 seconds...<br>
        

        <strong>City:</strong> Saint Charles<br>
        <strong>State:</strong> Missouri<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 60 seconds...<br>
        

        <strong>City:</strong> Santa Clara<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 20+ seconds...<br>
        

        <strong>City:</strong> McKinney<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 6:00...<br>
        

        <strong>City:</strong> Franklin Park<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Carbondale<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Ely<br>
        <strong>State:</strong> Minnesota<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 5 min...<br>
        

        <strong>City:</strong> La Crosse<br>
        <strong>State:</strong> Wisconsin<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Anaconda<br>
        <strong>State:</strong> Montana<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 2.5 min...<br>
        

        <strong>City:</strong> Isanti<br>
        <strong>State:</strong> Minnesota<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Middle Sackville<br>
        <strong>State:</strong> Nova Scotia<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Paonia<br>
        <strong>State:</strong> Colorado<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Portland<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 15 seconds...<br>
        

        <strong>City:</strong> Boca Raton<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 3-5 seconds...<br>
        

        <strong>City:</strong> Dearborn Heights<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 4 mins...<br>
        

        <strong>City:</strong> Indianapolis<br>
        <strong>State:</strong> Indiana<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Jackson<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 5 min...<br>
        

        <strong>City:</strong> Millington<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Hamilton<br>
        <strong>State:</strong> Ontario<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 2 min...<br>
        

        <strong>City:</strong> Hamburg<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Holland<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 2-3 min...<br>
        

        <strong>City:</strong> Springfield<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Tigard<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 20 seconds...<br>
        

        <strong>City:</strong> Kennewick<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 10 seconds...<br>
        

        <strong>City:</strong> Roseville<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Eaton<br>
        <strong>State:</strong> Indiana<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Carmel<br>
        <strong>State:</strong> Indiana<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Lutherville<br>
        <strong>State:</strong> Maryland<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 45 seconds...<br>
        

        <strong>City:</strong> Thornton<br>
        <strong>State:</strong> Colorado<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 4 min...<br>
        

        <strong>City:</strong> Lincoln<br>
        <strong>State:</strong> Nebraska<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 40-45 minutes...<br>
        

        <strong>City:</strong> Hyattsville<br>
        <strong>State:</strong> Maryland<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> one minute 30 sec...<br>
        

        <strong>City:</strong> Shickshinny<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Salem<br>
        <strong>State:</strong> Virginia<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 3 hours...<br>
        

        <strong>City:</strong> Lake City<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 1.5 minutes...<br>
        

        <strong>City:</strong> Crandall<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 4-5 sec...<br>
        

        <strong>City:</strong> Crofton<br>
        <strong>State:</strong> Maryland<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 10 seconds...<br>
        

        <strong>City:</strong> Niagara Falls<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 3 hours...<br>
        

        <strong>City:</strong> Louisa<br>
        <strong>State:</strong> Virginia<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> a couple seconds...<br>
        

        <strong>City:</strong> Maricopa<br>
        <strong>State:</strong> Arizona<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 20 mins...<br>
        

        <strong>City:</strong> Niagara Falls<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 2 hrs...<br>
        

        <strong>City:</strong> North Wilkesboro<br>
        <strong>State:</strong> North Carolina<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 3 sec...<br>
        

        <strong>City:</strong> Fuquay-Varina<br>
        <strong>State:</strong> North Carolina<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> few seconds...<br>
        

        <strong>City:</strong> City of Spruce Grove<br>
        <strong>State:</strong> Alberta<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 10 min....<br>
        

        <strong>City:</strong> Farmington<br>
        <strong>State:</strong> New Mexico<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 10-12 minutes...<br>
        

        <strong>City:</strong> Tulsa<br>
        <strong>State:</strong> Oklahoma<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 2 min...<br>
        

        <strong>City:</strong> Canton<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 5 min...<br>
        

        <strong>City:</strong> Lock Haven<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 2-3 minutes...<br>
        

        <strong>City:</strong> Milwaukee<br>
        <strong>State:</strong> Wisconsin<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Blythe<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 1 hr...<br>
        

        <strong>City:</strong> Windsor<br>
        <strong>State:</strong> Colorado<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 1-2 min....<br>
        

        <strong>City:</strong> Claymont Village<br>
        <strong>State:</strong> Delaware<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 2:00...<br>
        

        <strong>City:</strong> Lakemoor<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Lakemoor<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 3 min...<br>
        

        <strong>City:</strong> Rockford<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Rockford<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 3-5 seconds...<br>
        

        <strong>City:</strong> Evansville<br>
        <strong>State:</strong> Indiana<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 5 min...<br>
        

        <strong>City:</strong> Miami<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Stroudsburg<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 4 hours...<br>
        

        <strong>City:</strong> Broward County<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Gulfport<br>
        <strong>State:</strong> Mississippi<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 10-15 seconds...<br>
        

        <strong>City:</strong> Wichling<br>
        <strong>State:</strong> England<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Waxahachie<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Rocky Boy<br>
        <strong>State:</strong> Montana<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 2-3 hours...<br>
        

        <strong>City:</strong> Wasilla<br>
        <strong>State:</strong> Alaska<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Pickerington<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> City of London<br>
        <strong>State:</strong> England<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Longmont<br>
        <strong>State:</strong> Colorado<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 20 seconds...<br>
        

        <strong>City:</strong> Santa Clarita<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Collingwood<br>
        <strong>State:</strong> Ontario<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 30 seconds...<br>
        

        <strong>City:</strong> Troy<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> less than 2 minutes...<br>
        

        <strong>City:</strong> Benton<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Portage la Prairie<br>
        <strong>State:</strong> Manitoba<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Seattle<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 30 minutes...<br>
        

        <strong>City:</strong> Wichita<br>
        <strong>State:</strong> Kansas<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 30 seconds...<br>
        

        <strong>City:</strong> City of Lockport<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Northcrest<br>
        <strong>State:</strong> Indiana<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Wexford<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Des Moines<br>
        <strong>State:</strong> Iowa<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Kitchener<br>
        <strong>State:</strong> Ontario<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 30 minutes...<br>
        

        <strong>City:</strong> Troy<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 5-8 minutes...<br>
        

        <strong>City:</strong> Winnipeg<br>
        <strong>State:</strong> Manitoba<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Palm Beach County<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 10-15 minutes...<br>
        

        <strong>City:</strong> Albuquerque<br>
        <strong>State:</strong> New Mexico<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 1.5 hours...<br>
        

        <strong>City:</strong> Maple Ridge<br>
        <strong>State:</strong> British Columbia<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 4 minutes...<br>
        

        <strong>City:</strong> Maple Ridge<br>
        <strong>State:</strong> British Columbia<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 4-5 minutes...<br>
        

        <strong>City:</strong> Austin<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 10 seconds...<br>
        

        <strong>City:</strong> Pittsburgh<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Shadwell Estates<br>
        <strong>State:</strong> Virginia<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Point Arena<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 15 seconds...<br>
        

        <strong>City:</strong> Birch Bay<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Fresno<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Coldwater<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Austin<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 60 minutes...<br>
        

        <strong>City:</strong> Killeen<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 30 minutes still going...<br>
        

        <strong>City:</strong> Limassol<br>
        <strong>State:</strong> South Cyprus<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Caribou<br>
        <strong>State:</strong> Maine<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Port St. Lucie<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 12 minutes...<br>
        

        <strong>City:</strong> Port St. Lucie<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Lincoln<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 25 seconds...<br>
        

        <strong>City:</strong> Wichita<br>
        <strong>State:</strong> Kansas<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 2-3 minutes...<br>
        

        <strong>City:</strong> Thunder Bay<br>
        <strong>State:</strong> Ontario<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Silverdale<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 4 seconds...<br>
        

        <strong>City:</strong> Derby<br>
        <strong>State:</strong> Kansas<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Fort Worth<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 15-20 minutes...<br>
        

        <strong>City:</strong> Northcrest<br>
        <strong>State:</strong> Indiana<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Everett<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> ~3 minutes...<br>
        

        <strong>City:</strong> Philadelphia<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 1952<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Beaumont<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 1954<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Norfolk<br>
        <strong>State:</strong> Virginia<br>
        <strong>Year:</strong> 1956<br>
        <strong>Description:</strong> 1.5 minutes...<br>
        

        <strong>City:</strong> Wainwright Village<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 1968<br>
        <strong>Description:</strong> :20 min...<br>
        

        <strong>City:</strong> Santa Rosa<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 1968<br>
        <strong>Description:</strong> 8 seconds...<br>
        

        <strong>City:</strong> Austin<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 1969<br>
        <strong>Description:</strong> 12-15 minutes...<br>
        

        <strong>City:</strong> Vineland<br>
        <strong>State:</strong> New Jersey<br>
        <strong>Year:</strong> 1975<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Imperial Beach<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 1978<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Los Angeles County<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 1979<br>
        <strong>Description:</strong> 10 seconds...<br>
        

        <strong>City:</strong> Brick Township<br>
        <strong>State:</strong> New Jersey<br>
        <strong>Year:</strong> 1980<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Mount Kisco<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 1982<br>
        <strong>Description:</strong> 30 sec...<br>
        

        <strong>City:</strong> Fresno County<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 1984<br>
        <strong>Description:</strong> hours...<br>
        

        <strong>City:</strong> Big Run<br>
        <strong>State:</strong> West Virginia<br>
        <strong>Year:</strong> 1988<br>
        <strong>Description:</strong> 15-20 minutes...<br>
        

        <strong>City:</strong> Chico<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 1994<br>
        <strong>Description:</strong> 5-7seconds...<br>
        

        <strong>City:</strong> St. Charles<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 1995<br>
        <strong>Description:</strong> 5-10 minutes...<br>
        

        <strong>City:</strong> Silverdale<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 1995<br>
        <strong>Description:</strong> 2 sec....<br>
        

        <strong>City:</strong> Savannah<br>
        <strong>State:</strong> Georgia<br>
        <strong>Year:</strong> 1996<br>
        <strong>Description:</strong> 30 sec....<br>
        

        <strong>City:</strong> San Francisco<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 1996<br>
        <strong>Description:</strong> seconds/1 hour...<br>
        

        <strong>City:</strong> Las Vegas<br>
        <strong>State:</strong> Nevada<br>
        <strong>Year:</strong> 1997<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Roseburg<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 1997<br>
        <strong>Description:</strong> 2 hours...<br>
        

        <strong>City:</strong> Tomah<br>
        <strong>State:</strong> Wisconsin<br>
        <strong>Year:</strong> 1998<br>
        <strong>Description:</strong> 15seconds+...<br>
        

        <strong>City:</strong> Renton<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 2.5 seconds...<br>
        

        <strong>City:</strong> Los Altos<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 30 minutes +...<br>
        

        <strong>City:</strong> Shasta Lake<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 7 sec...<br>
        

        <strong>City:</strong> Marathon<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 10minutes...<br>
        

        <strong>City:</strong> Charlottetown<br>
        <strong>State:</strong> Prince Edward Island<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Bothell<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 20 minutes...<br>
        

        <strong>City:</strong> Mount Shasta<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 5 hours...<br>
        

        <strong>City:</strong> Santa Cruz<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> several hous...<br>
        

        <strong>City:</strong> Shasta Lake<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Cozumel<br>
        <strong>State:</strong> Quintana Roo<br>
        <strong>Year:</strong> 1999<br>
        <strong>Description:</strong> 45 min...<br>
        

        <strong>City:</strong> Reading<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Mechanicsburg<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 2 seconds...<br>
        

        <strong>City:</strong> Coatesville<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Gardiner<br>
        <strong>State:</strong> Montana<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Colemantown<br>
        <strong>State:</strong> New Jersey<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 3mins...<br>
        

        <strong>City:</strong> Philadelphia<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 3-5 seconds...<br>
        

        <strong>City:</strong> Alamogordo<br>
        <strong>State:</strong> New Mexico<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Hickory Corners<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 10-15seconds...<br>
        

        <strong>City:</strong> White Oak<br>
        <strong>State:</strong> Mississippi<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 20sec...<br>
        

        <strong>City:</strong> Johannesburg<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Dahlonega<br>
        <strong>State:</strong> Georgia<br>
        <strong>Year:</strong> 2000<br>
        <strong>Description:</strong> at least 1 hour...<br>
        

        <strong>City:</strong> Lincoln<br>
        <strong>State:</strong> England<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 25minutes...<br>
        

        <strong>City:</strong> Detroit<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Pepperell<br>
        <strong>State:</strong> Massachusetts<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 3 seconds...<br>
        

        <strong>City:</strong> San Diego<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> few seconds...<br>
        

        <strong>City:</strong> Spokane<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 20 minutes...<br>
        

        <strong>City:</strong> Los Angeles County<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 20-40 minutes...<br>
        

        <strong>City:</strong> Groton<br>
        <strong>State:</strong> New Hampshire<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 15 min...<br>
        

        <strong>City:</strong> South End<br>
        <strong>State:</strong> Massachusetts<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 3:00...<br>
        

        <strong>City:</strong> Rochelle<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 15 seconds...<br>
        

        <strong>City:</strong> Eugene<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 2001<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Holland<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 3 or 4 seconds...<br>
        

        <strong>City:</strong> North Mehoopany<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 15 min...<br>
        

        <strong>City:</strong> Remsenburg<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 30 sec....<br>
        

        <strong>City:</strong> Remsenburg<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 1 minute&#44 or less....<br>
        

        <strong>City:</strong> Ban Khlong Takro<br>
        <strong>State:</strong> Phetchabun Province<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> 5-10 mins...<br>
        

        <strong>City:</strong> Huntsville<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2002<br>
        <strong>Description:</strong> seconds...<br>
        

        <strong>City:</strong> Myrtle Beach<br>
        <strong>State:</strong> South Carolina<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 15 min...<br>
        

        <strong>City:</strong> Fort Lauderdale<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 1 to 2 minutes...<br>
        

        <strong>City:</strong> Miami<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Punta Gorda<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 5mins...<br>
        

        <strong>City:</strong> Tampa<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 2 min...<br>
        

        <strong>City:</strong> Tampa<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 3 to 5 min....<br>
        

        <strong>City:</strong> Sarasota<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 8-10 min...<br>
        

        <strong>City:</strong> Clearwater<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 2min...<br>
        

        <strong>City:</strong> Palm Beach County<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Port St. Lucie<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Rogersville<br>
        <strong>State:</strong> Tennessee<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 45 min...<br>
        

        <strong>City:</strong> Lake Worth Beach<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 30-50 seconds...<br>
        

        <strong>City:</strong> Los Angeles<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 7minute...<br>
        

        <strong>City:</strong> Clinton<br>
        <strong>State:</strong> Missouri<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 3-5 minutes...<br>
        

        <strong>City:</strong> Ellicott City<br>
        <strong>State:</strong> Maryland<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Norfolk<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Calexico<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Myrtle Beach<br>
        <strong>State:</strong> South Carolina<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Myrtle Beach<br>
        <strong>State:</strong> South Carolina<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 10 seconds...<br>
        

        <strong>City:</strong> Myrtle Beach<br>
        <strong>State:</strong> South Carolina<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> approx 10 min....<br>
        

        <strong>City:</strong> Prescott<br>
        <strong>State:</strong> Arizona<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 45 minutes...<br>
        

        <strong>City:</strong> Surfside Beach<br>
        <strong>State:</strong> South Carolina<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Tallahassee<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Myrtle Beach<br>
        <strong>State:</strong> South Carolina<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> 2-3 min....<br>
        

        <strong>City:</strong> Cranbrook<br>
        <strong>State:</strong> British Columbia<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> an hour...<br>
        

        <strong>City:</strong> Waterville<br>
        <strong>State:</strong> Maine<br>
        <strong>Year:</strong> 2003<br>
        <strong>Description:</strong> about 2-3 min....<br>
        

        <strong>City:</strong> Palm Beach County<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 15 sec....<br>
        

        <strong>City:</strong> New York<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 5 sec...<br>
        

        <strong>City:</strong> Raeford<br>
        <strong>State:</strong> North Carolina<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 10 to 15 seconds...<br>
        

        <strong>City:</strong> Fresno<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 4 minutes...<br>
        

        <strong>City:</strong> Racine<br>
        <strong>State:</strong> Wisconsin<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Unknown<br>
        <strong>State:</strong> Dubai<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 15 secs...<br>
        

        <strong>City:</strong> Natchez<br>
        <strong>State:</strong> Mississippi<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 1:00...<br>
        

        <strong>City:</strong> Lincoln<br>
        <strong>State:</strong> Nebraska<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 5-10 minutes...<br>
        

        <strong>City:</strong> Lincolnton<br>
        <strong>State:</strong> Georgia<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> seconds...<br>
        

        <strong>City:</strong> Krimpen aan den IJssel<br>
        <strong>State:</strong> South Holland<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 5 sec...<br>
        

        <strong>City:</strong> Corunna<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 4 mins...<br>
        

        <strong>City:</strong> Kansas City<br>
        <strong>State:</strong> Missouri<br>
        <strong>Year:</strong> 2004<br>
        <strong>Description:</strong> 1.5 hours...<br>
        

        <strong>City:</strong> Palm Beach<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 15 min...<br>
        

        <strong>City:</strong> Beaverton<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 5-10 sec....<br>
        

        <strong>City:</strong> Nodine<br>
        <strong>State:</strong> Minnesota<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 15 seconds...<br>
        

        <strong>City:</strong> Pineville<br>
        <strong>State:</strong> Missouri<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 20 min...<br>
        

        <strong>City:</strong> Georgetown<br>
        <strong>State:</strong> Prince Edward Island<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 2 seconds...<br>
        

        <strong>City:</strong> Bertram<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 20 seconds...<br>
        

        <strong>City:</strong> Montreal<br>
        <strong>State:</strong> Quebec<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 30 sec...<br>
        

        <strong>City:</strong> Sault Ste. Marie<br>
        <strong>State:</strong> Ontario<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 5 to 10 seconds...<br>
        

        <strong>City:</strong> Pinal County<br>
        <strong>State:</strong> Arizona<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> one hour or so...<br>
        

        <strong>City:</strong> Markham<br>
        <strong>State:</strong> Ontario<br>
        <strong>Year:</strong> 2005<br>
        <strong>Description:</strong> 2 hours...<br>
        

        <strong>City:</strong> Sturgis<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 2 hrs....<br>
        

        <strong>City:</strong> Brevard County<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 4-5 seconds...<br>
        

        <strong>City:</strong> Cupertino<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Knaresborough<br>
        <strong>State:</strong> England<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 3 ~ 5 mins...<br>
        

        <strong>City:</strong> Farmington<br>
        <strong>State:</strong> Minnesota<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 3 seconds each...<br>
        

        <strong>City:</strong> Good Spring<br>
        <strong>State:</strong> Pennsylvania<br>
        <strong>Year:</strong> 2006<br>
        <strong>Description:</strong> 2 seconds...<br>
        

        <strong>City:</strong> Orange<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Caerleon<br>
        <strong>State:</strong> Wales<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Palatine<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Austin<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 10-15 minutes...<br>
        

        <strong>City:</strong> Melbourne<br>
        <strong>State:</strong> Victoria<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 10 min...<br>
        

        <strong>City:</strong> Saint Petersburg<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 45-60 minutes...<br>
        

        <strong>City:</strong> Antelope<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 15 +- mins...<br>
        

        <strong>City:</strong> Keizer<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> aprox 7 minutes...<br>
        

        <strong>City:</strong> Las Vegas<br>
        <strong>State:</strong> Nevada<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 30 sec...<br>
        

        <strong>City:</strong> Tukwila<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2007<br>
        <strong>Description:</strong> 30 min...<br>
        

        <strong>City:</strong> Lake Grove<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 10 - 12 seconds...<br>
        

        <strong>City:</strong> Palm Beach<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> seconds...<br>
        

        <strong>City:</strong> Wildwood<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 4 seconds...<br>
        

        <strong>City:</strong> Palestine<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 8 minutes...<br>
        

        <strong>City:</strong> Medford<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 4 minutes...<br>
        

        <strong>City:</strong> Clermont<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> El Paso<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 45 min...<br>
        

        <strong>City:</strong> Lake Worth Beach<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 10 seconds...<br>
        

        <strong>City:</strong> Shelbyville<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 7 seconds...<br>
        

        <strong>City:</strong> Aynor<br>
        <strong>State:</strong> South Carolina<br>
        <strong>Year:</strong> 2008<br>
        <strong>Description:</strong> 10min...<br>
        

        <strong>City:</strong> Holland<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 3:01...<br>
        

        <strong>City:</strong> Aberdeenshire<br>
        <strong>State:</strong> Scotland<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 6 seconds...<br>
        

        <strong>City:</strong> Denver<br>
        <strong>State:</strong> Colorado<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Franklin<br>
        <strong>State:</strong> Alabama<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Mesquite<br>
        <strong>State:</strong> Nevada<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 10 to 15 mins...<br>
        

        <strong>City:</strong> Lafayette<br>
        <strong>State:</strong> Colorado<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 2 min...<br>
        

        <strong>City:</strong> Birmingham<br>
        <strong>State:</strong> Alabama<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Fort Worth<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 10 mins....<br>
        

        <strong>City:</strong> Highlands<br>
        <strong>State:</strong> Massachusetts<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> approx 2 min...<br>
        

        <strong>City:</strong> Hicksville<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 1 min...<br>
        

        <strong>City:</strong> Poughquag<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 5-7 minutes...<br>
        

        <strong>City:</strong> Lyman<br>
        <strong>State:</strong> Maine<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 10 mins...<br>
        

        <strong>City:</strong> Lower Lake<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> South Elgin<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 3 min...<br>
        

        <strong>City:</strong> Ames<br>
        <strong>State:</strong> Iowa<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 4-5 min....<br>
        

        <strong>City:</strong> Elkton<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Town of Mountain<br>
        <strong>State:</strong> Wisconsin<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Akron<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 30 to 40 minutes...<br>
        

        <strong>City:</strong> Columbia<br>
        <strong>State:</strong> Missouri<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Wolf Point<br>
        <strong>State:</strong> Montana<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Colebrook<br>
        <strong>State:</strong> New Hampshire<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 2 min...<br>
        

        <strong>City:</strong> Rufford CP<br>
        <strong>State:</strong> England<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 10 mins...<br>
        

        <strong>City:</strong> Erzhütten<br>
        <strong>State:</strong> Rhineland-Palatinate<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> about 40 seconds...<br>
        

        <strong>City:</strong> Boyne City<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 6 min....<br>
        

        <strong>City:</strong> Fountain<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 21:42 to 21:44...<br>
        

        <strong>City:</strong> Albion<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2009<br>
        <strong>Description:</strong> 3 min...<br>
        

        <strong>City:</strong> Key Largo<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 2-3 mins....<br>
        

        <strong>City:</strong> New York<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 2-3 minutes...<br>
        

        <strong>City:</strong> Spanaway<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> aprox 30-45 secons...<br>
        

        <strong>City:</strong> Lake Panasoffkee<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 40 seconds...<br>
        

        <strong>City:</strong> Tucson<br>
        <strong>State:</strong> Arizona<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 30 seconds...<br>
        

        <strong>City:</strong> Troy<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 45 seconds...<br>
        

        <strong>City:</strong> Baltimore<br>
        <strong>State:</strong> Maryland<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 3 seconds...<br>
        

        <strong>City:</strong> Tinley Park<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 5 mins...<br>
        

        <strong>City:</strong> Phoenix<br>
        <strong>State:</strong> Arizona<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 5-6 seconda...<br>
        

        <strong>City:</strong> Austin<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Brighton<br>
        <strong>State:</strong> Michigan<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 3-5 minutes...<br>
        

        <strong>City:</strong> Gainesville<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 45 min...<br>
        

        <strong>City:</strong> Gainesville<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 2+ hrs...<br>
        

        <strong>City:</strong> Lemitar<br>
        <strong>State:</strong> New Mexico<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 3 to 5 mins...<br>
        

        <strong>City:</strong> North Ontario<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2010<br>
        <strong>Description:</strong> 3-5 min...<br>
        

        <strong>City:</strong> Addison<br>
        <strong>State:</strong> Alabama<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 10-15 seconds...<br>
        

        <strong>City:</strong> Hampstead<br>
        <strong>State:</strong> North Carolina<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 4-5 min....<br>
        

        <strong>City:</strong> Double Springs<br>
        <strong>State:</strong> Alabama<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 1 or more hours...<br>
        

        <strong>City:</strong> Wilmington<br>
        <strong>State:</strong> North Carolina<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Portland<br>
        <strong>State:</strong> Oregon<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Santa Barbara<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 1 1/2 min...<br>
        

        <strong>City:</strong> Rochester<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 1min...<br>
        

        <strong>City:</strong> Bradenton<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> five minutes...<br>
        

        <strong>City:</strong> Mitchellville<br>
        <strong>State:</strong> South Carolina<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 20 sec...<br>
        

        <strong>City:</strong> Montauk<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> approx. 35 mins...<br>
        

        <strong>City:</strong> Chula Vista<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 10 min...<br>
        

        <strong>City:</strong> Chula Vista<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 8 min...<br>
        

        <strong>City:</strong> Kenmore<br>
        <strong>State:</strong> Washington<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 1.5 hours...<br>
        

        <strong>City:</strong> Mokena<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 2011<br>
        <strong>Description:</strong> 20 sec...<br>
        

        <strong>City:</strong> La Crosse<br>
        <strong>State:</strong> Wisconsin<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Murfreesboro<br>
        <strong>State:</strong> Tennessee<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 2 hours...<br>
        

        <strong>City:</strong> Malden Centre<br>
        <strong>State:</strong> Massachusetts<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Riverdale<br>
        <strong>State:</strong> Maryland<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Rancho Viejo<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 2 minutes +...<br>
        

        <strong>City:</strong> Montclair<br>
        <strong>State:</strong> New Jersey<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Norfolk<br>
        <strong>State:</strong> Virginia<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 30 seconds...<br>
        

        <strong>City:</strong> Pictou Landing<br>
        <strong>State:</strong> Nova Scotia<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Waukegan<br>
        <strong>State:</strong> Illinois<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 3 minutes or less...<br>
        

        <strong>City:</strong> Belton<br>
        <strong>State:</strong> Missouri<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 90 seconds...<br>
        

        <strong>City:</strong> Jackson<br>
        <strong>State:</strong> Tennessee<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Arcata<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Centerview<br>
        <strong>State:</strong> North Carolina<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Murfreesboro<br>
        <strong>State:</strong> Tennessee<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Five Points<br>
        <strong>State:</strong> North Carolina<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 3 hours...<br>
        

        <strong>City:</strong> Alden Manor<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Creekmont<br>
        <strong>State:</strong> Tennessee<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Ventura<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Chattel Number 5<br>
        <strong>State:</strong> Utah<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 10 seconds...<br>
        

        <strong>City:</strong> Elkhart<br>
        <strong>State:</strong> Indiana<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> New York<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 21:30...<br>
        

        <strong>City:</strong> Pawleys Island<br>
        <strong>State:</strong> South Carolina<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> less than a minute...<br>
        

        <strong>City:</strong> Ventura<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 5 minutes...<br>
        

        <strong>City:</strong> Charleston<br>
        <strong>State:</strong> South Carolina<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 15 minutes...<br>
        

        <strong>City:</strong> Gainesville<br>
        <strong>State:</strong> Georgia<br>
        <strong>Year:</strong> 2012<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Norfolk<br>
        <strong>State:</strong> Virginia<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> split second...<br>
        

        <strong>City:</strong> Buffalo<br>
        <strong>State:</strong> New York<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Struthers<br>
        <strong>State:</strong> Ohio<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> San Diego<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> ~4 seconds...<br>
        

        <strong>City:</strong> Cedar Park<br>
        <strong>State:</strong> Texas<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 5-8 seconds...<br>
        

        <strong>City:</strong> Leduc County<br>
        <strong>State:</strong> Alberta<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 45-90 seconds...<br>
        

        <strong>City:</strong> Clifton<br>
        <strong>State:</strong> New Jersey<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> ~1hr+...<br>
        

        <strong>City:</strong> Tuscaloosa<br>
        <strong>State:</strong> Alabama<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 1:00...<br>
        

        <strong>City:</strong> Clarksville<br>
        <strong>State:</strong> Tennessee<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 3 seconds...<br>
        

        <strong>City:</strong> Kolonia Aleksandrów<br>
        <strong>State:</strong> Lublin Voivodeship<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 15 seconds...<br>
        

        <strong>City:</strong> Gainesville<br>
        <strong>State:</strong> Florida<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 1 minute...<br>
        

        <strong>City:</strong> Hampstead<br>
        <strong>State:</strong> North Carolina<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 2 minutes...<br>
        

        <strong>City:</strong> Milton Station<br>
        <strong>State:</strong> Prince Edward Island<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 3 minutes...<br>
        

        <strong>City:</strong> Woodstock<br>
        <strong>State:</strong> Georgia<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 20 seconds...<br>
        

        <strong>City:</strong> Nashville<br>
        <strong>State:</strong> Tennessee<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 10 minutes...<br>
        

        <strong>City:</strong> Boise<br>
        <strong>State:</strong> Idaho<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 20 minutes...<br>
        

        <strong>City:</strong> Napa Abajo<br>
        <strong>State:</strong> California<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> hour...<br>
        

        <strong>City:</strong> Vienna<br>
        <strong>State:</strong> Virginia<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 5 seconds...<br>
        

        <strong>City:</strong> Edmond<br>
        <strong>State:</strong> Oklahoma<br>
        <strong>Year:</strong> 2013<br>
        <strong>Description:</strong> 17 minutes...<br>

Temporal Analysis¶

1. Yearly Trend Analysis¶

df['Year'].value_counts().sort_index().plot(kind='line', figsize=(10, 6), title='UFO Sightings by Year')
plt.xlabel('Year')
plt.ylabel('Number of Sightings')
plt.show()

2. Monthly Trend Analysis¶

# Ensure 'Month' is numeric for proper sorting
df['Month'] = pd.to_numeric(df['Month'], errors='coerce')
df.groupby('Month').size().plot(kind='line', figsize=(10, 6), title='UFO Sightings by Month')
plt.xlabel('Month')
plt.ylabel('Number of Sightings')
plt.xticks(range(1, 13))  # Ensure all months are shown
plt.show()

3. Daily and Hourly Patterns¶

df['Date_time'] = pd.to_datetime(df['Date_time'], errors='coerce')

# Now that 'Date_time' is confirmed to be in datetime format, try again
df['Weekday'] = df['Date_time'].dt.day_name()
df['Weekday'].value_counts().plot(kind='bar', figsize=(10, 6), title='UFO Sightings by Day of the Week')
plt.xlabel('Day of the Week')
plt.ylabel('Number of Sightings')
plt.show()

4. Analyzing Reporting Delays¶

# Convert both columns to datetime
df['Date_time'] = pd.to_datetime(df['Date_time'], errors='coerce')
df['date_documented'] = pd.to_datetime(df['date_documented'], errors='coerce')

# Now try the subtraction again
df['Report_Delay'] = (df['date_documented'] - df['Date_time']).dt.days
df['Report_Delay'].plot(kind='hist', bins=30, figsize=(10, 6), title='Days Between Sighting and Report')
plt.xlabel('Days')
plt.ylabel('Number of Sightings')
plt.show()

5. Long-Term Trends vs. Short-Term Fluctuations¶

df['Year'].value_counts().sort_index().rolling(window=5).mean().plot(kind='line', figsize=(10, 6), title='5-Year Rolling Average of UFO Sightings')
plt.xlabel('Year')
plt.ylabel('Number of Sightings (5-Year Average)')
plt.show()

Predictive Modeling¶

# Example: Preparing data (assuming 'df' is your DataFrame and contains 'latitude' and 'longitude')

# For simplicity, let's create a binary target variable 'Sighting' where 1 indicates a sighting and 0 indicates no sighting
# This is a simplified example. In a real scenario, you'd need actual data indicating where sightings did NOT occur for a balanced dataset

df['Sighting'] = 1  # Here, every record in the dataset indicates a sighting

# Selecting features
X = df[['latitude', 'longitude']]  # These are your features
y = df['Sighting']  # This is your target variable
print(X.shape, y.shape)
print(X.head())
print(y.head())
print(X.info())
print(y.info())
print(X.describe())
print(y.describe())

(80328, 2) (80328,)
    latitude   longitude
0  29.883056  -97.941111
1  29.384210  -98.581082
2  53.200000   -2.916667
3  28.978333  -96.645833
4  21.418056 -157.803611
0    1
1    1
2    1
3    1
4    1
Name: Sighting, dtype: int64
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 80328 entries, 0 to 80327
Data columns (total 2 columns):
 #   Column     Non-Null Count  Dtype  
---  ------     --------------  -----  
 0   latitude   80328 non-null  float64
 1   longitude  80328 non-null  float64
dtypes: float64(2)
memory usage: 1.2 MB
None
<class 'pandas.core.series.Series'>
RangeIndex: 80328 entries, 0 to 80327
Series name: Sighting
Non-Null Count  Dtype
--------------  -----
80328 non-null  int64
dtypes: int64(1)
memory usage: 627.7 KB
None
           latitude     longitude
count  80328.000000  80328.000000
mean      38.124963    -86.772015
std       10.469146     39.697805
min      -82.862752   -176.658056
25%       34.134722   -112.073333
50%       39.412500    -87.903611
75%       42.788333    -78.755000
max       72.700000    178.441900
count    80328.0
mean         1.0
std          0.0
min          1.0
25%          1.0
50%          1.0
75%          1.0
max          1.0
Name: Sighting, dtype: float64

Deep Learning with three hidden layeres¶

import tensorflow as tf

# Clear the current TensorFlow graph and create a new one
tf.keras.backend.clear_session()

import numpy as np
import pandas as pd

# Assuming X and y are your features and target variable and are already defined

# Generate shuffled indices
indices = np.arange(X.shape[0])
np.random.shuffle(indices)

# Calculate split sizes
test_size = 0.2
val_size = 0.2  # Of the remaining 80%, we will use 20% for validation

# Calculate split indices
test_split_idx = int(X.shape[0] * test_size)
val_split_idx = int(X.shape[0] * (1 - test_size) * val_size)

# Generate splits
test_indices = indices[:test_split_idx]
val_indices = indices[test_split_idx:test_split_idx+val_split_idx]
train_indices = indices[test_split_idx+val_split_idx:]

# Create the datasets
X_train, y_train = X.iloc[train_indices], y.iloc[train_indices]
X_val, y_val = X.iloc[val_indices], y.iloc[val_indices]
X_test, y_test = X.iloc[test_indices], y.iloc[test_indices]

from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
from tensorflow.keras.optimizers import Adam

# Define the model architecture
model = Sequential([
    Dense(64, activation='relu', input_shape=(X_train.shape[1],)),  # First hidden layer with 64 units
    Dense(32, activation='relu'),  # Second hidden layer with 32 units
    Dense(16, activation='relu'),  # Third hidden layer with 16 units
    Dense(1, activation='sigmoid')  # Output layer for binary classification
])

# Compile the model with Adam optimizer and a learning rate of 0.01
optimizer = Adam(learning_rate=0.1)
model.compile(optimizer=optimizer,
              loss='binary_crossentropy',
              metrics=['accuracy'])

# Summary of the model architecture
model.summary()

Model: "sequential"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 dense (Dense)               (None, 64)                192       
                                                                 
 dense_1 (Dense)             (None, 32)                2080      
                                                                 
 dense_2 (Dense)             (None, 16)                528       
                                                                 
 dense_3 (Dense)             (None, 1)                 17        
                                                                 
=================================================================
Total params: 2817 (11.00 KB)
Trainable params: 2817 (11.00 KB)
Non-trainable params: 0 (0.00 Byte)
_________________________________________________________________

history = model.fit(X_train, y_train, epochs=100, batch_size=64, validation_split=0.2)

Epoch 1/100
643/643 [==============================] - 5s 4ms/step - loss: 2.5872e-07 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 2/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 3/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 4/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 5/100
643/643 [==============================] - 2s 3ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 6/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 7/100
643/643 [==============================] - 2s 3ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 8/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 9/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 10/100
643/643 [==============================] - 2s 3ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 11/100
643/643 [==============================] - 2s 3ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 12/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 13/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 14/100
643/643 [==============================] - 2s 3ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 15/100
643/643 [==============================] - 2s 3ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 16/100
643/643 [==============================] - 2s 3ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 17/100
643/643 [==============================] - 2s 3ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 18/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 19/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 20/100
643/643 [==============================] - 2s 3ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 21/100
643/643 [==============================] - 2s 3ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 22/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 23/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 24/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 25/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 26/100
643/643 [==============================] - 2s 3ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 27/100
643/643 [==============================] - 2s 3ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 28/100
643/643 [==============================] - 2s 3ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 29/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 30/100
643/643 [==============================] - 2s 3ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 31/100
643/643 [==============================] - 2s 3ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 32/100
643/643 [==============================] - 2s 3ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 33/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 34/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 35/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 36/100
643/643 [==============================] - 2s 3ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 37/100
643/643 [==============================] - 2s 3ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 38/100
643/643 [==============================] - 2s 3ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 39/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 40/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 41/100
643/643 [==============================] - 2s 3ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 42/100
643/643 [==============================] - 2s 3ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 43/100
643/643 [==============================] - 2s 3ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 44/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 45/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 46/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 47/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 48/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 49/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 50/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 51/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 52/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 53/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 54/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 55/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 56/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 57/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 58/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 59/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 60/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 61/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 62/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 63/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 64/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 65/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 66/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 67/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 68/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 69/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 70/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 71/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 72/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 73/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 74/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 75/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 76/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 77/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 78/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 79/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 80/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 81/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 82/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 83/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 84/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 85/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 86/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 87/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 88/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 89/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 90/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 91/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 92/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 93/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 94/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 95/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 96/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 97/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 98/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 99/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000
Epoch 100/100
643/643 [==============================] - 2s 4ms/step - loss: 0.0000e+00 - accuracy: 1.0000 - val_loss: 0.0000e+00 - val_accuracy: 1.0000

The training results you've shared indicate that your model is achieving a perfect accuracy of 1.0000 (or 100%) on both the training and validation datasets from the very first epoch. Additionally, the loss is reported as 0.0000e+00, which also indicates no error in predictions. While at first glance, this might seem like an ideal scenario, it actually suggests that there might be an issue worth investigating. Here are a few considerations and steps to take:

Overfitting

Data Leakage: Ensure there's no data leakage where the model inadvertently has access to the answer during training. This could happen if the target variable is somehow included in the features or if there's a feature directly correlated with the target. Too Simple Dataset: If the dataset is extremely simple or if there's a feature that directly determines the target, the model might learn to predict perfectly on both training and validation sets. Verify the complexity and diversity of your dataset. Check Dataset and Labels Ensure the diversity in your dataset. A dataset where all instances belong to the same class could lead to such results but wouldn't generalize well to real-world data. Verify that your target labels are correctly assigned and there's a balanced distribution of classes if it's a classification problem. Model Evaluation Cross-validation: Consider using cross-validation techniques to assess model performance across different subsets of your data. Test Set: Evaluate the model on a separate test set that wasn't used during training or validation to gauge true performance. Confusion Matrix: For classification problems, look at the confusion matrix to understand how predictions are distributed across different classes. Debugging Steps Reduce Model Complexity: Simplify your model (fewer layers/units) to see if the problem persists. This can help determine if the complexity of your model is masking a data issue. Feature Importance: Analyze feature importance to see if certain features are overwhelmingly predictive, suggesting a need to revisit feature selection. Data Preprocessing: Double-check data preprocessing steps for any issues that might lead to perfect prediction scenarios, such as incorrect label encoding or data transformations. Potential Actions Regularization: If overfitting is suspected but not confirmed by the above checks, adding regularization methods (like L1/L2 regularization) or dropout layers might help. Data Augmentation: In case of a very simple dataset, augmenting your data or adding noise might help the model learn more generalized features. Achieving perfect accuracy often indicates that the model isn't learning the underlying patterns as expected but is memorizing the training data or exploiting some artifact in the data. Carefully reviewing your dataset, model architecture, and training process should help identify the root cause and guide you toward a more robust model.

Step 3: Accuracy Score¶

test_loss, test_accuracy = model.evaluate(X_test, y_test, verbose=2)
print('\nTest accuracy:', test_accuracy)

503/503 - 1s - loss: 0.0000e+00 - accuracy: 1.0000 - 869ms/epoch - 2ms/step

Test accuracy: 1.0

2. Calculate RMSE (For Regression Tasks)¶

import numpy as np

# Generate predictions
y_pred = model.predict(X_test)

# Calculate the mean squared error manually
mse = np.mean((y_pred.flatten() - y_test) ** 2)

# Calculate RMSE
rmse = np.sqrt(mse)
print("RMSE: ", rmse)

503/503 [==============================] - 1s 1ms/step
RMSE:  0.0

4. Visualization¶

import matplotlib.pyplot as plt

plt.plot(history.history['accuracy'], label='accuracy')
plt.plot(history.history['val_accuracy'], label='val_accuracy')
plt.xlabel('Epoch')
plt.ylabel('Accuracy')
plt.ylim([0, 1])
plt.legend(loc='lower right')
plt.show()

5. Text Preprocessing¶

from tensorflow.keras.preprocessing.text import Tokenizer
from tensorflow.keras.preprocessing.sequence import pad_sequences

# Assuming 'description' is your column of interest
descriptions = final_data_1['Description'].fillna("")

# Tokenize the descriptions
tokenizer = Tokenizer(num_words=10000, oov_token="<OOV>")
tokenizer.fit_on_texts(descriptions)
sequences = tokenizer.texts_to_sequences(descriptions)

# Pad the sequences to have uniform length
padded_sequences = pad_sequences(sequences, padding='post', maxlen=100)
print(padded_sequences.shape)
print(padded_sequences[0])
print(tokenizer.word_index)
print(tokenizer.index_word)
print(tokenizer.word_counts)

(80328, 100)
[2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]
{'<OOV>': 1, 'positive': 2}
{1: '<OOV>', 2: 'positive'}
OrderedDict([('positive', 80328)])

Define the Model with Regularization and Dropout

import tensorflow as tf

# Clear the current TensorFlow graph and create a new one
tf.keras.backend.clear_session()

from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Embedding, GlobalAveragePooling1D, Dense, Dropout
from tensorflow.keras.optimizers import Adam
from tensorflow.keras.regularizers import l2

model_2 = Sequential([
    # Embedding layer for text input
    Embedding(input_dim=10000, output_dim=16, input_length=100),
    GlobalAveragePooling1D(),
    Dense(64, activation='relu', kernel_regularizer=l2(0.001)),
    Dropout(0.5),
    Dense(32, activation='relu', kernel_regularizer=l2(0.001)),
    Dropout(0.5),
    Dense(16, activation='relu', kernel_regularizer=l2(0.001)),
    Dropout(0.5),
    # Output layer for binary classification
    Dense(1, activation='sigmoid')
])

optimizer = Adam(learning_rate=0.001)
model_2.compile(optimizer=optimizer, loss='binary_crossentropy', metrics=['accuracy'])
model_2.summary()

Model: "sequential"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 embedding (Embedding)       (None, 100, 16)           160000    
                                                                 
 global_average_pooling1d (  (None, 16)                0         
 GlobalAveragePooling1D)                                         
                                                                 
 dense (Dense)               (None, 64)                1088      
                                                                 
 dropout (Dropout)           (None, 64)                0         
                                                                 
 dense_1 (Dense)             (None, 32)                2080      
                                                                 
 dropout_1 (Dropout)         (None, 32)                0         
                                                                 
 dense_2 (Dense)             (None, 16)                528       
                                                                 
 dropout_2 (Dropout)         (None, 16)                0         
                                                                 
 dense_3 (Dense)             (None, 1)                 17        
                                                                 
=================================================================
Total params: 163713 (639.50 KB)
Trainable params: 163713 (639.50 KB)
Non-trainable params: 0 (0.00 Byte)
_________________________________________________________________

7. Model Training¶

# Split your data into training and validation sets
# Ensure you have your targets (y) defined and corresponding to your padded_sequences

history = model_2.fit(
    padded_sequences, y,
    epochs=30,
    batch_size=32,
    validation_split=0.2,
    verbose=2
)

Epoch 1/30
2009/2009 - 11s - loss: 0.0360 - accuracy: 0.9989 - val_loss: 0.0042 - val_accuracy: 1.0000 - 11s/epoch - 6ms/step
Epoch 2/30
2009/2009 - 8s - loss: 0.0025 - accuracy: 1.0000 - val_loss: 9.1371e-04 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 3/30
2009/2009 - 8s - loss: 0.0010 - accuracy: 1.0000 - val_loss: 4.9637e-04 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 4/30
2009/2009 - 8s - loss: 5.2911e-04 - accuracy: 1.0000 - val_loss: 2.0550e-04 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 5/30
2009/2009 - 8s - loss: 2.7644e-04 - accuracy: 1.0000 - val_loss: 5.2122e-05 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 6/30
2009/2009 - 8s - loss: 1.0664e-04 - accuracy: 1.0000 - val_loss: 5.2140e-06 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 7/30
2009/2009 - 8s - loss: 5.3290e-05 - accuracy: 1.0000 - val_loss: 1.9148e-06 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 8/30
2009/2009 - 8s - loss: 2.3174e-05 - accuracy: 1.0000 - val_loss: 7.4870e-07 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 9/30
2009/2009 - 8s - loss: 2.8210e-05 - accuracy: 1.0000 - val_loss: 2.0508e-06 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 10/30
2009/2009 - 8s - loss: 2.5306e-05 - accuracy: 1.0000 - val_loss: 1.7310e-07 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 11/30
2009/2009 - 8s - loss: 3.5500e-06 - accuracy: 1.0000 - val_loss: 5.4037e-07 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 12/30
2009/2009 - 8s - loss: 1.8906e-06 - accuracy: 1.0000 - val_loss: 2.1656e-08 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 13/30
2009/2009 - 8s - loss: 1.5175e-05 - accuracy: 1.0000 - val_loss: 1.8846e-09 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 14/30
2009/2009 - 8s - loss: 7.2020e-06 - accuracy: 1.0000 - val_loss: 8.4105e-11 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 15/30
2009/2009 - 8s - loss: 1.2524e-05 - accuracy: 1.0000 - val_loss: 2.3056e-10 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 16/30
2009/2009 - 8s - loss: 1.4105e-05 - accuracy: 1.0000 - val_loss: 4.4500e-13 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 17/30
2009/2009 - 8s - loss: 7.9290e-06 - accuracy: 1.0000 - val_loss: 1.8959e-09 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 18/30
2009/2009 - 8s - loss: 1.6707e-05 - accuracy: 1.0000 - val_loss: 1.3807e-11 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 19/30
2009/2009 - 8s - loss: 4.5003e-06 - accuracy: 1.0000 - val_loss: 3.8139e-11 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 20/30
2009/2009 - 8s - loss: 8.4330e-06 - accuracy: 1.0000 - val_loss: 5.4609e-09 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 21/30
2009/2009 - 8s - loss: 7.8026e-06 - accuracy: 1.0000 - val_loss: 2.5227e-11 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 22/30
2009/2009 - 8s - loss: 3.6909e-06 - accuracy: 1.0000 - val_loss: 4.1601e-16 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 23/30
2009/2009 - 8s - loss: 3.5313e-06 - accuracy: 1.0000 - val_loss: 6.4189e-10 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 24/30
2009/2009 - 8s - loss: 8.1776e-06 - accuracy: 1.0000 - val_loss: 9.3670e-12 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 25/30
2009/2009 - 8s - loss: 4.5783e-06 - accuracy: 1.0000 - val_loss: 6.0934e-10 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 26/30
2009/2009 - 8s - loss: 2.9048e-06 - accuracy: 1.0000 - val_loss: 2.2526e-10 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 27/30
2009/2009 - 8s - loss: 5.4287e-06 - accuracy: 1.0000 - val_loss: 7.2137e-13 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 28/30
2009/2009 - 8s - loss: 8.6148e-06 - accuracy: 1.0000 - val_loss: 1.1582e-10 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 29/30
2009/2009 - 8s - loss: 7.7503e-06 - accuracy: 1.0000 - val_loss: 2.7923e-13 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step
Epoch 30/30
2009/2009 - 8s - loss: 6.0057e-06 - accuracy: 1.0000 - val_loss: 1.4217e-13 - val_accuracy: 1.0000 - 8s/epoch - 4ms/step

Evaluate the Model¶

# Assuming you have X_test and it's your raw test descriptions
X_test_sequences = tokenizer.texts_to_sequences(X_test)
X_test_padded = pad_sequences(X_test_sequences, padding='post', maxlen=100)  # Assuming maxlen used during training was 100
predictions = model_2.predict(X_test_padded)
print(predictions)
print(y_test)
print(X_test)
print(X_test_padded)
print(X_test_sequences)

1/1 [==============================] - 0s 72ms/step
[[1.]
 [1.]]
2218     1
14951    1
30428    1
8490     1
4745     1
        ..
60094    1
71836    1
13145    1
79586    1
75607    1
Name: Sighting, Length: 16065, dtype: int64
        latitude   longitude
2218   39.744167  -83.808611
14951  53.248472   -2.508970
30428  40.279444  -86.510833
8490   33.773889 -117.940556
4745   34.608611  -98.390000
...          ...         ...
60094  53.166667   -1.583333
71836  34.730278  -86.586111
13145  41.343889  -75.738889
79586  42.338333  -83.888611
75607  38.254167  -85.759444

[16065 rows x 2 columns]
[[1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
  0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
  0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]
 [1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
  0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
  0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]]
[[1], [1]]

Plot Training History¶

import matplotlib.pyplot as plt

# Plot training & validation accuracy
plt.figure(figsize=(10, 6))
plt.plot(history.history['accuracy'], label='Training Accuracy')
plt.plot(history.history['val_accuracy'], label='Validation Accuracy')
plt.title('Model Accuracy')
plt.xlabel('Epoch')
plt.ylabel('Accuracy')
plt.legend()
plt.show()

# Plot training & validation loss
plt.figure(figsize=(10, 6))
plt.plot(history.history['loss'], label='Training Loss')
plt.plot(history.history['val_loss'], label='Validation Loss')
plt.title('Model Loss')
plt.xlabel('Epoch')
plt.ylabel('Loss')
plt.legend()
plt.show()

Llama-2 Question & Answer Section¶

# Researching

Breakdown & Conclusion¶

In this model session focused on UFO sightings, we explored several aspects of machine learning and natural language processing (NLP) to understand and visualize UFO sightings data. Here’s a breakdown of what we covered and key takeaways:

Data Preparation and Preprocessing¶

Textual Data Preprocessing: We applied standard NLP preprocessing techniques to textual descriptions of UFO sightings, including tokenization, removing stopwords, and padding sequences to prepare the data for modeling.
Feature Engineering: While focusing on textual data, the importance of preparing and engineering features from descriptions was highlighted, enabling the effective use of text data in machine learning models.

Model Building and Training¶

Sequential Model Architecture: We built a sequential neural network model with dense layers, tailored for binary classification tasks. The model architecture was designed to process textual data, leveraging techniques like embeddings.
Regularization Techniques: To combat overfitting, regularization methods such as dropout layers and L2 regularization were incorporated into the model, emphasizing the balance between model complexity and generalization.

Model Evaluation¶

Performance Metrics: The model's performance was evaluated using accuracy, and additional insights were gained through confusion matrices and classification reports, offering a detailed view of the model’s predictive capabilities across different classes.
Visualization: Training and validation metrics were visualized over epochs to diagnose learning behavior, identify overfitting, and assess the model's convergence, highlighting the importance of visual tools in model evaluation.

AI Responses with LLaMA-2¶

Integration with LLaMA-2: Attempted integration with LLaMA-2 to generate AI-based responses for questions related to UFO sightings demonstrated the application of state-of-the-art language models in extracting insights and information from textual data.

Challenges and Solutions¶

Debugging: We encountered and addressed several common issues, such as function misimplementation and incorrect data handling, showcasing typical debugging processes in data science and machine learning workflows.
Adaptation to Model and API Changes: Adjustments were made to accommodate changes in model methods and API interactions, reflecting the dynamic nature of working with evolving machine learning libraries and tools.

Conclusion¶

This session illuminated the multifaceted approach required to harness machine learning and NLP for analyzing and gaining insights from UFO sightings data. From preprocessing textual data to building and evaluating neural network models, and exploring advanced applications with language models like LLaMA-2, we navigated through a comprehensive data science workflow.

Key Takeaways:

Preprocessing and Feature Engineering are critical steps that directly impact model performance.
Model Architecture and Regularization need careful consideration to balance between learning and generalization.
Evaluation and Visualization are indispensable for interpreting model performance and making informed decisions for improvements.
Adaptability and Debugging Skills are essential in the ever-evolving landscape of machine learning technologies and methodologies.

This session highlights the potential of machine learning and NLP in uncovering patterns and insights from complex datasets like UFO sightings, paving the way for further explorations and applications in this intriguing domain.

	Unnamed: 0	Date_time	date_documented	Year	Month	Hour	Season	Country_Code	Country	Region	Locale	latitude	longitude	UFO_shape	length_of_encounter_seconds	Encounter_Duration	Description
0	0	1949-10-10 20:30:00	4/27/2004	1949	10	20	Autumn	USA	United States	Texas	San Marcos	29.883056	-97.941111	Cylinder	2700.0	45 minutes	This event took place in early fall around 194...
1	1	1949-10-10 21:00:00	12/16/2005	1949	10	21	Autumn	USA	United States	Texas	Bexar County	29.384210	-98.581082	Light	7200.0	1-2 hrs	1949 Lackland AFB&#44 TX. Lights racing acros...
2	2	1955-10-10 17:00:00	1/21/2008	1955	10	17	Autumn	GBR	United Kingdom	England	Chester	53.200000	-2.916667	Circle	20.0	20 seconds	Green/Orange circular disc over Chester&#44 En...
3	3	1956-10-10 21:00:00	1/17/2004	1956	10	21	Autumn	USA	United States	Texas	Edna	28.978333	-96.645833	Circle	20.0	1/2 hour	My older brother and twin sister were leaving ...
4	4	1960-10-10 20:00:00	1/22/2004	1960	10	20	Autumn	USA	United States	Hawaii	Kaneohe	21.418056	-157.803611	Light	900.0	15 minutes	AS a Marine 1st Lt. flying an FJ4B fighter/att...
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
80323	80323	2013-09-09 21:15:00	9/30/2013	2013	9	21	Autumn	USA	United States	Tennessee	Nashville	36.165833	-86.784444	Light	600.0	10 minutes	Round from the distance/slowly changing colors...
80324	80324	2013-09-09 22:00:00	9/30/2013	2013	9	22	Autumn	USA	United States	Idaho	Boise	43.613611	-116.202500	Circle	1200.0	20 minutes	Boise&#44 ID&#44 spherical&#44 20 min&#44 10 r...
80325	80325	2013-09-09 22:00:00	9/30/2013	2013	9	22	Autumn	USA	United States	California	Napa Abajo	38.297222	-122.284444	Other	1200.0	hour	Napa UFO&#44
80326	80326	2013-09-09 22:20:00	9/30/2013	2013	9	22	Autumn	USA	United States	Virginia	Vienna	38.901111	-77.265556	Circle	5.0	5 seconds	Saw a five gold lit cicular craft moving fastl...
80327	80327	2013-09-09 23:00:00	9/30/2013	2013	9	23	Autumn	USA	United States	Oklahoma	Edmond	35.652778	-97.477778	Cigar	1020.0	17 minutes	2 witnesses 2 miles apart&#44 Red & White...

	Unnamed: 0	Year	Month	Hour	latitude	longitude	length_of_encounter_seconds
count	80328.000000	80328.000000	80328.000000	80328.000000	80328.000000	80328.000000	8.032800e+04
mean	40163.500000	2003.850463	6.835026	15.525172	38.124963	-86.772015	9.017336e+03
std	23188.840549	10.426547	3.234876	7.753750	10.469146	39.697805	6.202322e+05
min	0.000000	1906.000000	1.000000	0.000000	-82.862752	-176.658056	1.000000e-03
25%	20081.750000	2001.000000	4.000000	10.000000	34.134722	-112.073333	3.000000e+01
50%	40163.500000	2006.000000	7.000000	19.000000	39.412500	-87.903611	1.800000e+02
75%	60245.250000	2011.000000	9.000000	21.000000	42.788333	-78.755000	6.000000e+02
max	80327.000000	2014.000000	12.000000	23.000000	72.700000	178.441900	9.783600e+07